Spaces:
Sleeping
Sleeping
Nattapong Tapachoom
commited on
Commit
·
41cdf64
1
Parent(s):
cadbbaa
Implement new feature for user authentication and improve error handling
Browse files
app.py
CHANGED
@@ -4,29 +4,30 @@ import re
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from functools import lru_cache
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import logging
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from typing import List, Dict, Tuple
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# Set up logging
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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#
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MODEL_LIST = [
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"
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"ZombitX64/
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"ZombitX64/
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"ZombitX64/
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"ZombitX64/sentiment-103",
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"nlptown/bert-base-multilingual-uncased-sentiment"
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]
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#
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@lru_cache(maxsize=3)
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def get_nlp(model_name: str):
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try:
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logger.error(f"Error loading model {model_name}: {e}")
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raise gr.Error(f"ไม่สามารถโหลดโมเดล {model_name} ได้: {str(e)}")
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# Enhanced label mapping with
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LABEL_MAPPINGS = {
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"
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"
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"LABEL_3": {"code": 3, "name": "positive", "emoji": "😊", "color": "#4CAF50", "bg": "#E8F5E8"},
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#
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"
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"NEUTRAL": {"code": 2, "name": "neutral", "emoji": "😐", "color": "#FF9800", "bg": "#FFF3E0"},
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"
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"1": {"code": 1, "name": "positive", "emoji": "😊", "color": "#4CAF50", "bg": "#E8F5E8"},
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}
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def get_label_info(label: str) -> Dict:
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"code": -1,
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"name": label.lower(),
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"emoji": "🔍",
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"color": "#
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"bg": "
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})
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def split_sentences(text: str) -> List[str]:
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"""Enhanced sentence splitting with better Thai support"""
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sentences = re.split(r'[.!?。\n]+', text)
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# Clean and filter empty sentences
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sentences = [s.strip() for s in sentences if s.strip() and len(s.strip()) > 2]
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return sentences
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def
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"""Create a
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return "
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def analyze_text(text: str, model_name: str) -> str:
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"""Enhanced text analysis with
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if not text or not text.strip():
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return "
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sentences = split_sentences(text)
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if not sentences:
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return "
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try:
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nlp = get_nlp(model_name)
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except Exception as e:
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return f"
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sentiment_counts = {"positive": 0, "negative": 0, "neutral": 0, "question": 0, "other": 0}
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total_confidence = 0
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for i, sentence in enumerate(sentences, 1):
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try:
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result = nlp(sentence)[0]
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label_info = get_label_info(label)
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label_name = label_info["name"]
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# Count sentiments
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if label_name in sentiment_counts:
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sentiment_counts[label_name] += 1
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else:
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total_confidence += score
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#
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{label_info['emoji']} **ผลวิเคราะห์:** {label_name.upper()} (รหัส: {label_info['code']})
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📈 **ความมั่นใจ:** {score:.3f} ({confidence_percent:.1f}%)
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{progress_bar} {score:.3f}
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{'─' * 70}
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"""
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results.append(result_text)
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except Exception as e:
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logger.error(f"Error analyzing sentence {i}: {e}")
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#
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total_sentences = len(sentences)
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avg_confidence = total_confidence / total_sentences if total_sentences > 0 else 0
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📈 ความมั่นใจเฉลี่ย: {avg_confidence:.3f} ({avg_confidence*100:.1f}%)
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🎯 **การกระจายของความรู้สึก:**
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"""
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for sentiment, count in sentiment_counts.items():
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if count > 0:
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percentage = (count / total_sentences) * 100
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return "
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# Modern
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CUSTOM_CSS = """
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}
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.gradio-container {
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max-width:
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margin:
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min-height: 96vh;
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padding-bottom: 32px;
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}
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border:
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transition: box-shadow 0.2s;
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}
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}
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color: #222 !important;
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}
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.gr-button {
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border-radius:
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box-shadow: 0
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}
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.gr-button.secondary, .gr-button[variant="secondary"] {
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background: #eaeaea !important;
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color: #333 !important;
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border: 1px solid #cccccc;
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}
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.gr-button:hover {
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transform: translateY(-2px)
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box-shadow: 0 6px
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}
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background:
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}
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}
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}
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}
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}
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}
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"""
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#
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with gr.Blocks(
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theme=gr.themes.
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css=CUSTOM_CSS,
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title="Thai Sentiment Analyzer -
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) as demo:
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<div style="
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</div>
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</div>
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""")
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with gr.Row():
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with gr.Column(scale=1):
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<
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<li>แยกประโยคด้วยจุด (.) หรือขึ้นบรรทัดใหม่</li>
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<li>รองรับการวิเคราะห์หลายประโยคพร้อมกัน</li>
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<li>ผลลัพธ์จะแสดงความมั่นใจและสรุปภาพรวม</li>
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</ul>
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</div>
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""")
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with gr.Column(scale=2):
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)
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#
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examples = gr.Examples(
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examples=[
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["วันนี้อากาศดีมาก ฉันรู้สึกมีความสุขมาก สีฟ้าสวยจริงๆ"],
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["ฉันไม่ชอบอาหารนี้เลย รสชาติแปลกมาก เค็มเกินไป"],
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["บริการดีมาก พนักงานใจดีและเป็นกันเอง\n
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["เมื่อไหร่จะได้เจอกันอีก คิดถึงมากเลย\nแต่ตอนนี้ต้องทำงานหนักก่อน เพื่ออนาคตที่ดี"]
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],
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inputs=[text_input],
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label="
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)
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</div>
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<div style="
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<div style="
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""")
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#
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def analyze_wrapper(text,
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if not text.strip():
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return "
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return analyze_text(text, model_name)
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def clear_text():
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# Connect events
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analyze_btn.click(
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# Launch
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if __name__ == "__main__":
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demo.queue(
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server_name="0.0.0.0",
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server_port=7860,
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share=
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show_error=True,
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from functools import lru_cache
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import logging
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from typing import List, Dict, Tuple
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import json
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# Set up logging
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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# Enhanced model list with descriptions
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MODEL_LIST = [
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("ZombitX64/MultiSent-E5-Pro", "🏆 MultiSent E5 Pro - แนะนำ (ความแม่นยำสูงสุด)"),
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("ZombitX64/Thai-sentiment-e5", "🎯 Thai Sentiment E5 - เฉพาะภาษาไทย"),
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("poom-sci/WangchanBERTa-finetuned-sentiment", "🔥 WangchanBERTa - โมเดลไทยยอดนิยม"),
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18 |
+
("SandboxBhh/sentiment-thai-text-model", "✨ Sandbox Thai - เร็วและแม่นยำ"),
|
19 |
+
("ZombitX64/MultiSent-E5", "⚡ MultiSent E5 - รวดเร็ว"),
|
20 |
+
("Thaweewat/wangchanberta-hyperopt-sentiment-01", "🧠 WangchanBERTa Hyperopt"),
|
21 |
+
("cardiffnlp/twitter-xlm-roberta-base-sentiment", "🌐 XLM-RoBERTa - หลายภาษา"),
|
22 |
+
("phoner45/wangchan-sentiment-thai-text-model", "📱 Wangchan Mobile"),
|
23 |
+
("ZombitX64/Sentiment-01", "🔬 Sentiment v1"),
|
24 |
+
("ZombitX64/Sentiment-02", "🔬 Sentiment v2"),
|
25 |
+
("ZombitX64/Sentiment-03", "🔬 Sentiment v3"),
|
26 |
+
("ZombitX64/sentiment-103", "🔬 Sentiment 103"),
|
27 |
+
("nlptown/bert-base-multilingual-uncased-sentiment", "🌍 BERT Multilingual")
|
28 |
]
|
29 |
|
30 |
+
# Cache for model loading
|
31 |
@lru_cache(maxsize=3)
|
32 |
def get_nlp(model_name: str):
|
33 |
try:
|
|
|
36 |
logger.error(f"Error loading model {model_name}: {e}")
|
37 |
raise gr.Error(f"ไม่สามารถโหลดโมเดล {model_name} ได้: {str(e)}")
|
38 |
|
39 |
+
# Enhanced label mapping with modern styling
|
40 |
LABEL_MAPPINGS = {
|
41 |
+
"LABEL_0": {"code": 0, "name": "question", "emoji": "🤔", "color": "#6366f1", "bg": "rgba(99, 102, 241, 0.1)", "description": "คำถาม"},
|
42 |
+
"LABEL_1": {"code": 1, "name": "negative", "emoji": "😢", "color": "#ef4444", "bg": "rgba(239, 68, 68, 0.1)", "description": "เชิงลบ"},
|
43 |
+
"LABEL_2": {"code": 2, "name": "neutral", "emoji": "😐", "color": "#f59e0b", "bg": "rgba(245, 158, 11, 0.1)", "description": "เป็นกลาง"},
|
44 |
+
"LABEL_3": {"code": 3, "name": "positive", "emoji": "😊", "color": "#10b981", "bg": "rgba(16, 185, 129, 0.1)", "description": "เชิงบวก"},
|
|
|
45 |
|
46 |
+
"POSITIVE": {"code": 3, "name": "positive", "emoji": "😊", "color": "#10b981", "bg": "rgba(16, 185, 129, 0.1)", "description": "เชิงบวก"},
|
47 |
+
"NEGATIVE": {"code": 1, "name": "negative", "emoji": "😢", "color": "#ef4444", "bg": "rgba(239, 68, 68, 0.1)", "description": "เชิงลบ"},
|
48 |
+
"NEUTRAL": {"code": 2, "name": "neutral", "emoji": "😐", "color": "#f59e0b", "bg": "rgba(245, 158, 11, 0.1)", "description": "เป็นกลาง"},
|
|
|
49 |
|
50 |
+
"0": {"code": 0, "name": "negative", "emoji": "😢", "color": "#ef4444", "bg": "rgba(239, 68, 68, 0.1)", "description": "เชิงลบ"},
|
51 |
+
"1": {"code": 1, "name": "positive", "emoji": "😊", "color": "#10b981", "bg": "rgba(16, 185, 129, 0.1)", "description": "เชิงบวก"},
|
|
|
52 |
}
|
53 |
|
54 |
def get_label_info(label: str) -> Dict:
|
|
|
57 |
"code": -1,
|
58 |
"name": label.lower(),
|
59 |
"emoji": "🔍",
|
60 |
+
"color": "#6b7280",
|
61 |
+
"bg": "rgba(107, 114, 128, 0.1)",
|
62 |
+
"description": "ไม่ทราบ"
|
63 |
})
|
64 |
|
65 |
def split_sentences(text: str) -> List[str]:
|
66 |
"""Enhanced sentence splitting with better Thai support"""
|
67 |
+
sentences = re.split(r'[.!?။\n]+', text)
|
|
|
|
|
68 |
sentences = [s.strip() for s in sentences if s.strip() and len(s.strip()) > 2]
|
69 |
return sentences
|
70 |
|
71 |
+
def create_confidence_bar(score: float) -> str:
|
72 |
+
"""Create a modern confidence visualization"""
|
73 |
+
percentage = int(score * 100)
|
74 |
+
return f"""
|
75 |
+
<div style="display: flex; align-items: center; gap: 10px; margin: 8px 0;">
|
76 |
+
<div style="flex: 1; height: 8px; background: #e5e7eb; border-radius: 4px; overflow: hidden;">
|
77 |
+
<div style="width: {percentage}%; height: 100%; background: linear-gradient(90deg, #10b981, #059669); transition: all 0.3s ease;"></div>
|
78 |
+
</div>
|
79 |
+
<span style="font-weight: 600; color: #374151; min-width: 50px;">{percentage}%</span>
|
80 |
+
</div>
|
81 |
+
"""
|
82 |
|
83 |
def analyze_text(text: str, model_name: str) -> str:
|
84 |
+
"""Enhanced text analysis with modern HTML formatting"""
|
85 |
if not text or not text.strip():
|
86 |
+
return """
|
87 |
+
<div style="padding: 20px; background: rgba(239, 68, 68, 0.1); border-radius: 12px; border-left: 4px solid #ef4444;">
|
88 |
+
<div style="color: #dc2626; font-weight: 600; display: flex; align-items: center; gap: 8px;">
|
89 |
+
<span style="font-size: 20px;">⚠️</span>
|
90 |
+
กรุณาใส่ข้อความที่ต้องการวิเคราะห์
|
91 |
+
</div>
|
92 |
+
</div>
|
93 |
+
"""
|
94 |
|
95 |
sentences = split_sentences(text)
|
96 |
|
97 |
if not sentences:
|
98 |
+
return """
|
99 |
+
<div style="padding: 20px; background: rgba(239, 68, 68, 0.1); border-radius: 12px; border-left: 4px solid #ef4444;">
|
100 |
+
<div style="color: #dc2626; font-weight: 600; display: flex; align-items: center; gap: 8px;">
|
101 |
+
<span style="font-size: 20px;">⚠️</span>
|
102 |
+
ไม่พบประโยคที่สามารถวิเคราะห์ได้ กรุณาใส่ข้อความที่ยาวกว่านี้
|
103 |
+
</div>
|
104 |
+
</div>
|
105 |
+
"""
|
106 |
|
107 |
try:
|
108 |
nlp = get_nlp(model_name)
|
109 |
except Exception as e:
|
110 |
+
return f"""
|
111 |
+
<div style="padding: 20px; background: rgba(239, 68, 68, 0.1); border-radius: 12px; border-left: 4px solid #ef4444;">
|
112 |
+
<div style="color: #dc2626; font-weight: 600; display: flex; align-items: center; gap: 8px;">
|
113 |
+
<span style="font-size: 20px;">❌</span>
|
114 |
+
เกิดข้อผิดพลาดในการโหลดโมเดล: {str(e)}
|
115 |
+
</div>
|
116 |
+
</div>
|
117 |
+
"""
|
118 |
|
119 |
+
# Header
|
120 |
+
html_parts = ["""
|
121 |
+
<div style="background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 24px; border-radius: 16px 16px 0 0; margin-bottom: 0;">
|
122 |
+
<h2 style="margin: 0; font-size: 24px; font-weight: 700; display: flex; align-items: center; gap: 12px;">
|
123 |
+
<span style="font-size: 28px;">🧠</span>
|
124 |
+
ผลการวิเคราะห์ความรู้สึก
|
125 |
+
</h2>
|
126 |
+
<p style="margin: 8px 0 0 0; opacity: 0.9; font-size: 14px;">โมเดล: """ + model_name.split('/')[-1] + """</p>
|
127 |
+
</div>
|
128 |
+
"""]
|
129 |
|
130 |
sentiment_counts = {"positive": 0, "negative": 0, "neutral": 0, "question": 0, "other": 0}
|
131 |
total_confidence = 0
|
132 |
+
sentence_results = []
|
133 |
|
134 |
+
# Analyze each sentence
|
135 |
for i, sentence in enumerate(sentences, 1):
|
136 |
try:
|
137 |
result = nlp(sentence)[0]
|
|
|
141 |
label_info = get_label_info(label)
|
142 |
label_name = label_info["name"]
|
143 |
|
|
|
144 |
if label_name in sentiment_counts:
|
145 |
sentiment_counts[label_name] += 1
|
146 |
else:
|
|
|
148 |
|
149 |
total_confidence += score
|
150 |
|
151 |
+
# Store result for display
|
152 |
+
sentence_results.append({
|
153 |
+
'sentence': sentence,
|
154 |
+
'label_info': label_info,
|
155 |
+
'score': score,
|
156 |
+
'index': i
|
157 |
+
})
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
158 |
|
159 |
except Exception as e:
|
160 |
logger.error(f"Error analyzing sentence {i}: {e}")
|
161 |
+
sentence_results.append({
|
162 |
+
'sentence': sentence,
|
163 |
+
'error': str(e),
|
164 |
+
'index': i
|
165 |
+
})
|
166 |
|
167 |
+
# Results container
|
168 |
+
html_parts.append("""
|
169 |
+
<div style="background: white; padding: 0; border-radius: 0 0 16px 16px; box-shadow: 0 4px 20px rgba(0,0,0,0.1); overflow: hidden;">
|
170 |
+
""")
|
171 |
+
|
172 |
+
# Individual sentence results
|
173 |
+
for result in sentence_results:
|
174 |
+
if 'error' in result:
|
175 |
+
html_parts.append(f"""
|
176 |
+
<div style="padding: 20px; border-bottom: 1px solid #f3f4f6;">
|
177 |
+
<div style="color: #dc2626; font-weight: 600; display: flex; align-items: center; gap: 8px;">
|
178 |
+
<span style="font-size: 18px;">❌</span>
|
179 |
+
เกิดข้อผิดพลาดในการวิเคราะห์ประโยคที่ {result['index']}
|
180 |
+
</div>
|
181 |
+
<p style="color: #6b7280; margin: 8px 0 0 0; font-size: 14px;">{result['error']}</p>
|
182 |
+
</div>
|
183 |
+
""")
|
184 |
+
else:
|
185 |
+
label_info = result['label_info']
|
186 |
+
confidence_bar = create_confidence_bar(result['score'])
|
187 |
+
|
188 |
+
html_parts.append(f"""
|
189 |
+
<div style="padding: 20px; border-bottom: 1px solid #f3f4f6; transition: all 0.2s ease;" onmouseover="this.style.background='#f9fafb'" onmouseout="this.style.background='white'">
|
190 |
+
<div style="display: flex; align-items: flex-start; gap: 16px;">
|
191 |
+
<div style="background: {label_info['bg']}; padding: 12px; border-radius: 50%; min-width: 48px; height: 48px; display: flex; align-items: center; justify-content: center;">
|
192 |
+
<span style="font-size: 20px;">{label_info['emoji']}</span>
|
193 |
+
</div>
|
194 |
+
<div style="flex: 1;">
|
195 |
+
<div style="display: flex; align-items: center; gap: 8px; margin-bottom: 8px;">
|
196 |
+
<span style="background: {label_info['color']}; color: white; padding: 4px 12px; border-radius: 20px; font-size: 12px; font-weight: 600; text-transform: uppercase;">
|
197 |
+
{label_info['description']}
|
198 |
+
</span>
|
199 |
+
<span style="color: #6b7280; font-size: 14px;">ประโยคที่ {result['index']}</span>
|
200 |
+
</div>
|
201 |
+
<p style="color: #374151; margin: 0 0 12px 0; font-size: 16px; line-height: 1.5;">
|
202 |
+
"{result['sentence'][:150]}{'...' if len(result['sentence']) > 150 else ''}"
|
203 |
+
</p>
|
204 |
+
<div style="color: #6b7280; font-size: 14px; margin-bottom: 8px;">ความมั่นใจ:</div>
|
205 |
+
{confidence_bar}
|
206 |
+
</div>
|
207 |
+
</div>
|
208 |
+
</div>
|
209 |
+
""")
|
210 |
+
|
211 |
+
# Summary section
|
212 |
total_sentences = len(sentences)
|
213 |
avg_confidence = total_confidence / total_sentences if total_sentences > 0 else 0
|
214 |
|
215 |
+
# Create chart data for summary
|
216 |
+
chart_items = []
|
217 |
+
colors = {"positive": "#10b981", "negative": "#ef4444", "neutral": "#f59e0b", "question": "#6366f1", "other": "#6b7280"}
|
218 |
+
emojis = {"positive": "😊", "negative": "😢", "neutral": "😐", "question": "🤔", "other": "🔍"}
|
|
|
|
|
|
|
|
|
219 |
|
220 |
for sentiment, count in sentiment_counts.items():
|
221 |
if count > 0:
|
222 |
percentage = (count / total_sentences) * 100
|
223 |
+
chart_items.append(f"""
|
224 |
+
<div style="display: flex; align-items: center; gap: 12px; padding: 12px; background: rgba(99, 102, 241, 0.02); border-radius: 8px;">
|
225 |
+
<span style="font-size: 24px;">{emojis.get(sentiment, '🔍')}</span>
|
226 |
+
<div style="flex: 1;">
|
227 |
+
<div style="font-weight: 600; color: #374151; text-transform: capitalize;">{sentiment}</div>
|
228 |
+
<div style="color: #6b7280; font-size: 14px;">{count} ประโยค ({percentage:.1f}%)</div>
|
229 |
+
</div>
|
230 |
+
<div style="width: 60px; height: 6px; background: #e5e7eb; border-radius: 3px; overflow: hidden;">
|
231 |
+
<div style="width: {percentage}%; height: 100%; background: {colors.get(sentiment, '#6b7280')}; transition: all 0.3s ease;"></div>
|
232 |
+
</div>
|
233 |
+
</div>
|
234 |
+
""")
|
235 |
+
|
236 |
+
html_parts.append(f"""
|
237 |
+
<div style="padding: 24px; background: linear-gradient(135deg, #f8fafc 0%, #f1f5f9 100%);">
|
238 |
+
<h3 style="color: #1e293b; margin: 0 0 20px 0; font-size: 20px; font-weight: 700; display: flex; align-items: center; gap: 8px;">
|
239 |
+
<span style="font-size: 24px;">📊</span>
|
240 |
+
สรุปผลการวิเคราะห์
|
241 |
+
</h3>
|
242 |
+
|
243 |
+
<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(200px, 1fr)); gap: 16px; margin-bottom: 20px;">
|
244 |
+
<div style="background: white; padding: 20px; border-radius: 12px; text-align: center; box-shadow: 0 2px 8px rgba(0,0,0,0.05);">
|
245 |
+
<div style="font-size: 32px; font-weight: 700; color: #6366f1; margin-bottom: 4px;">{total_sentences}</div>
|
246 |
+
<div style="color: #6b7280; font-size: 14px;">ประโยคทั้งหมด</div>
|
247 |
+
</div>
|
248 |
+
<div style="background: white; padding: 20px; border-radius: 12px; text-align: center; box-shadow: 0 2px 8px rgba(0,0,0,0.05);">
|
249 |
+
<div style="font-size: 32px; font-weight: 700; color: #10b981; margin-bottom: 4px;">{avg_confidence*100:.0f}%</div>
|
250 |
+
<div style="color: #6b7280; font-size: 14px;">ความมั่นใจเฉลี่ย</div>
|
251 |
+
</div>
|
252 |
+
</div>
|
253 |
+
|
254 |
+
<div style="display: grid; gap: 8px;">
|
255 |
+
{"".join(chart_items)}
|
256 |
+
</div>
|
257 |
+
</div>
|
258 |
+
""")
|
259 |
|
260 |
+
html_parts.append("</div>")
|
261 |
|
262 |
+
return "".join(html_parts)
|
263 |
|
264 |
+
# Modern CSS with glassmorphism and smooth animations
|
265 |
CUSTOM_CSS = """
|
266 |
+
@import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700;800&display=swap');
|
267 |
+
|
268 |
+
* {
|
269 |
+
font-family: 'Inter', 'Noto Sans Thai', sans-serif !important;
|
270 |
}
|
271 |
+
|
272 |
.gradio-container {
|
273 |
+
max-width: 1200px !important;
|
274 |
+
margin: 0 auto !important;
|
275 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%) !important;
|
276 |
+
min-height: 100vh;
|
277 |
+
padding: 20px;
|
|
|
|
|
278 |
}
|
279 |
+
|
280 |
+
.main-content {
|
281 |
+
background: rgba(255, 255, 255, 0.95) !important;
|
282 |
+
backdrop-filter: blur(20px) !important;
|
283 |
+
border-radius: 24px !important;
|
284 |
+
box-shadow: 0 8px 32px rgba(31, 38, 135, 0.37) !important;
|
285 |
+
border: 1px solid rgba(255, 255, 255, 0.18) !important;
|
286 |
+
overflow: hidden;
|
|
|
287 |
}
|
288 |
+
|
289 |
+
.glass-card {
|
290 |
+
background: rgba(255, 255, 255, 0.9) !important;
|
291 |
+
backdrop-filter: blur(10px) !important;
|
292 |
+
border-radius: 16px !important;
|
293 |
+
border: 1px solid rgba(255, 255, 255, 0.2) !important;
|
294 |
+
box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1) !important;
|
295 |
+
transition: all 0.3s ease !important;
|
296 |
}
|
297 |
+
|
298 |
+
.glass-card:hover {
|
299 |
+
transform: translateY(-2px) !important;
|
300 |
+
box-shadow: 0 8px 24px rgba(0, 0, 0, 0.15) !important;
|
|
|
301 |
}
|
302 |
+
|
303 |
.gr-button {
|
304 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%) !important;
|
305 |
+
border: none !important;
|
306 |
+
border-radius: 12px !important;
|
307 |
+
padding: 12px 24px !important;
|
308 |
+
font-weight: 600 !important;
|
309 |
+
text-transform: uppercase !important;
|
310 |
+
letter-spacing: 0.5px !important;
|
311 |
+
transition: all 0.3s ease !important;
|
312 |
+
box-shadow: 0 4px 15px rgba(102, 126, 234, 0.4) !important;
|
|
|
|
|
|
|
|
|
|
|
313 |
}
|
314 |
+
|
315 |
.gr-button:hover {
|
316 |
+
transform: translateY(-2px) !important;
|
317 |
+
box-shadow: 0 6px 20px rgba(102, 126, 234, 0.6) !important;
|
318 |
+
}
|
319 |
+
|
320 |
+
.gr-button.secondary {
|
321 |
+
background: linear-gradient(135deg, #f093fb 0%, #f5576c 100%) !important;
|
322 |
+
box-shadow: 0 4px 15px rgba(240, 147, 251, 0.4) !important;
|
323 |
+
}
|
324 |
+
|
325 |
+
.gr-button.secondary:hover {
|
326 |
+
box-shadow: 0 6px 20px rgba(240, 147, 251, 0.6) !important;
|
327 |
+
}
|
328 |
+
|
329 |
+
.gr-textbox textarea, .gr-textbox input {
|
330 |
+
border-radius: 12px !important;
|
331 |
+
border: 2px solid rgba(102, 126, 234, 0.2) !important;
|
332 |
+
font-size: 16px !important;
|
333 |
+
padding: 16px !important;
|
334 |
+
transition: all 0.3s ease !important;
|
335 |
+
background: rgba(255, 255, 255, 0.9) !important;
|
336 |
+
}
|
337 |
+
|
338 |
+
.gr-textbox textarea:focus, .gr-textbox input:focus {
|
339 |
+
border-color: #667eea !important;
|
340 |
+
box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1) !important;
|
341 |
+
transform: scale(1.01) !important;
|
342 |
+
}
|
343 |
+
|
344 |
+
.gr-dropdown > div {
|
345 |
+
border-radius: 12px !important;
|
346 |
+
border: 2px solid rgba(102, 126, 234, 0.2) !important;
|
347 |
+
background: rgba(255, 255, 255, 0.9) !important;
|
348 |
+
}
|
349 |
+
|
350 |
+
.gr-dropdown > div:focus-within {
|
351 |
+
border-color: #667eea !important;
|
352 |
+
box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1) !important;
|
353 |
}
|
354 |
+
|
355 |
+
.gr-panel {
|
356 |
+
border-radius: 16px !important;
|
357 |
+
border: none !important;
|
358 |
+
background: transparent !important;
|
359 |
+
}
|
360 |
+
|
361 |
+
.gr-form {
|
362 |
+
background: transparent !important;
|
363 |
+
border: none !important;
|
364 |
+
}
|
365 |
+
|
366 |
+
.gr-box {
|
367 |
+
border: none !important;
|
368 |
+
background: transparent !important;
|
369 |
+
}
|
370 |
+
|
371 |
+
/* Custom scrollbar */
|
372 |
+
::-webkit-scrollbar {
|
373 |
+
width: 8px;
|
374 |
+
}
|
375 |
+
|
376 |
+
::-webkit-scrollbar-track {
|
377 |
+
background: rgba(255, 255, 255, 0.1);
|
378 |
+
border-radius: 4px;
|
379 |
+
}
|
380 |
+
|
381 |
+
::-webkit-scrollbar-thumb {
|
382 |
+
background: rgba(102, 126, 234, 0.6);
|
383 |
+
border-radius: 4px;
|
384 |
+
}
|
385 |
+
|
386 |
+
::-webkit-scrollbar-thumb:hover {
|
387 |
+
background: rgba(102, 126, 234, 0.8);
|
388 |
}
|
389 |
+
|
390 |
+
/* Animation for content */
|
391 |
+
@keyframes slideIn {
|
392 |
+
from {
|
393 |
+
opacity: 0;
|
394 |
+
transform: translateY(20px);
|
395 |
+
}
|
396 |
+
to {
|
397 |
+
opacity: 1;
|
398 |
+
transform: translateY(0);
|
399 |
+
}
|
400 |
}
|
401 |
+
|
402 |
+
.gr-column, .gr-row {
|
403 |
+
animation: slideIn 0.6s ease-out !important;
|
404 |
}
|
405 |
+
|
406 |
+
/* Enhanced examples styling */
|
407 |
+
.gr-examples {
|
408 |
+
border-radius: 16px !important;
|
409 |
+
overflow: hidden !important;
|
410 |
}
|
411 |
+
|
412 |
+
.gr-examples .gr-button {
|
413 |
+
background: rgba(255, 255, 255, 0.1) !important;
|
414 |
+
border: 1px solid rgba(255, 255, 255, 0.2) !important;
|
415 |
+
margin: 4px !important;
|
416 |
+
font-size: 14px !important;
|
417 |
+
text-transform: none !important;
|
418 |
+
letter-spacing: normal !important;
|
419 |
}
|
420 |
+
|
421 |
+
.gr-examples .gr-button:hover {
|
422 |
+
background: rgba(255, 255, 255, 0.2) !important;
|
423 |
+
transform: scale(1.02) !important;
|
424 |
}
|
425 |
"""
|
426 |
|
427 |
+
# Create the modern Gradio interface
|
428 |
with gr.Blocks(
|
429 |
+
theme=gr.themes.Glass(
|
430 |
+
primary_hue="blue",
|
431 |
+
secondary_hue="purple",
|
432 |
+
neutral_hue="slate",
|
433 |
+
font=["Inter", "Noto Sans Thai", "sans-serif"]
|
434 |
+
),
|
435 |
css=CUSTOM_CSS,
|
436 |
+
title="🧠 AI Thai Sentiment Analyzer - วิเคราะห์ความรู้สึกภาษาไทย"
|
437 |
) as demo:
|
438 |
|
439 |
+
# Header with modern design
|
440 |
+
gr.HTML("""
|
441 |
+
<div style="text-align: center; padding: 40px 0 30px 0;">
|
442 |
+
<div style="display: inline-block; background: rgba(255, 255, 255, 0.15); backdrop-filter: blur(10px); padding: 20px 40px; border-radius: 20px; border: 1px solid rgba(255, 255, 255, 0.2); margin-bottom: 20px;">
|
443 |
+
<h1 style="font-size: 3.5em; margin: 0; color: white; font-weight: 800; text-shadow: 0 4px 8px rgba(0,0,0,0.3); display: flex; align-items: center; justify-content: center; gap: 20px;">
|
444 |
+
<span style="font-size: 1.2em;">🧠</span>
|
445 |
+
Thai Sentiment AI
|
446 |
+
</h1>
|
447 |
+
<p style="font-size: 1.4em; color: rgba(255,255,255,0.9); margin: 10px 0 0 0; font-weight: 300; text-shadow: 0 2px 4px rgba(0,0,0,0.2);">
|
448 |
+
ระบบวิเคราะห์ความรู้สึกภาษาไทยด้วย AI ที่ทันสมัยและแม่นยำ
|
449 |
+
</p>
|
450 |
</div>
|
451 |
</div>
|
452 |
""")
|
453 |
|
454 |
+
with gr.Row(equal_height=False):
|
455 |
+
# Left Column - Controls
|
456 |
with gr.Column(scale=1):
|
457 |
+
# Model Selection Card
|
458 |
+
with gr.Group():
|
459 |
+
gr.HTML("""
|
460 |
+
<div style="background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 20px; border-radius: 16px 16px 0 0; margin: -20px -20px 20px -20px;">
|
461 |
+
<h3 style="margin: 0; font-size: 18px; font-weight: 700; display: flex; align-items: center; gap: 8px;">
|
462 |
+
<span style="font-size: 20px;">🤖</span>
|
463 |
+
เลือกโมเดล AI
|
464 |
+
</h3>
|
465 |
+
<p style="margin: 8px 0 0 0; opacity: 0.9; font-size: 14px;">เลือกโมเดลที่ต้องการใช้ในการวิเคราะห์</p>
|
466 |
+
</div>
|
467 |
+
""")
|
468 |
+
|
469 |
+
model_dropdown = gr.Dropdown(
|
470 |
+
choices=[choice[1] for choice in MODEL_LIST],
|
471 |
+
value="🏆 MultiSent E5 Pro - แนะนำ (ความแม่นยำสูงสุด)",
|
472 |
+
label="",
|
473 |
+
show_label=False,
|
474 |
+
container=False
|
475 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
476 |
|
477 |
+
# Tips Card
|
478 |
+
with gr.Group():
|
479 |
+
gr.HTML("""
|
480 |
+
<div style="background: linear-gradient(135deg, #ffecd2 0%, #fcb69f 100%); padding: 20px; border-radius: 16px;">
|
481 |
+
<h4 style="color: #8b4513; margin: 0 0 16px 0; font-size: 16px; font-weight: 700; display: flex; align-items: center; gap: 8px;">
|
482 |
+
<span style="font-size: 18px;">💡</span>
|
483 |
+
เคล็ดลับการใช้งาน
|
484 |
+
</h4>
|
485 |
+
<div style="color: #8b4513; font-size: 14px; line-height: 1.6;">
|
486 |
+
<div style="margin-bottom: 12px; display: flex; align-items: flex-start; gap: 8px;">
|
487 |
+
<span style="color: #ff6b35; font-weight: 600;">•</span>
|
488 |
+
<span>พิมพ์ข้อความภาษาไทยที่ต้องการวิเคราะห์</span>
|
489 |
+
</div>
|
490 |
+
<div style="margin-bottom: 12px; display: flex; align-items: flex-start; gap: 8px;">
|
491 |
+
<span style="color: #ff6b35; font-weight: 600;">•</span>
|
492 |
+
<span>แยกประโยคด้วยจุด (.) หรือขึ้นบรรทัดใหม่</span>
|
493 |
+
</div>
|
494 |
+
<div style="margin-bottom: 12px; display: flex; align-items: flex-start; gap: 8px;">
|
495 |
+
<span style="color: #ff6b35; font-weight: 600;">•</span>
|
496 |
+
<span>สามารถวิเคราะห์หลายประโยคพร้อมกันได้</span>
|
497 |
+
</div>
|
498 |
+
<div style="display: flex; align-items: flex-start; gap: 8px;">
|
499 |
+
<span style="color: #ff6b35; font-weight: 600;">•</span>
|
500 |
+
<span>ผลลัพธ์จะแสดงความมั่นใจและสรุปภาพรวม</span>
|
501 |
+
</div>
|
502 |
+
</div>
|
503 |
+
</div>
|
504 |
+
""")
|
505 |
+
|
506 |
+
# Right Column - Main Interface
|
507 |
with gr.Column(scale=2):
|
508 |
+
# Input Section
|
509 |
+
with gr.Group():
|
510 |
+
gr.HTML("""
|
511 |
+
<div style="background: linear-gradient(135deg, #a8edea 0%, #fed6e3 100%); padding: 20px; border-radius: 16px 16px 0 0; margin: -20px -20px 20px -20px;">
|
512 |
+
<h3 style="color: #2d3748; margin: 0; font-size: 18px; font-weight: 700; display: flex; align-items: center; gap: 8px;">
|
513 |
+
<span style="font-size: 20px;">✍️</span>
|
514 |
+
ข้อความที่ต้องการวิเคราะห์
|
515 |
+
</h3>
|
516 |
+
</div>
|
517 |
+
""")
|
518 |
+
|
519 |
+
text_input = gr.Textbox(
|
520 |
+
lines=6,
|
521 |
+
placeholder="💭 ลองพิมพ์ข้อความที่ต้องการวิเคราะห์...\n\nตัวอย่าง:\nวันนี้อากาศดีมาก ฉันรู้สึกมีความสุข ☀️\nแต่การจราจรติดมาก น่าเบื่อจริงๆ 😤\nโดยรวมแล้วก็โอเคนะ 😊",
|
522 |
+
label="",
|
523 |
+
show_label=False,
|
524 |
+
container=False
|
525 |
+
)
|
526 |
+
|
527 |
+
with gr.Row():
|
528 |
+
analyze_btn = gr.Button(
|
529 |
+
"🔍 วิเคราะห์ข้อความ",
|
530 |
+
variant="primary",
|
531 |
+
size="lg",
|
532 |
+
scale=2
|
533 |
+
)
|
534 |
+
clear_btn = gr.Button(
|
535 |
+
"🗑️ ล้าง",
|
536 |
+
variant="secondary",
|
537 |
+
scale=1
|
538 |
+
)
|
539 |
+
|
540 |
+
# Output Section
|
541 |
+
with gr.Row():
|
542 |
+
with gr.Column():
|
543 |
+
output_box = gr.HTML(
|
544 |
+
label="📊 ผลการวิเคราะห์",
|
545 |
+
value="""
|
546 |
+
<div style="padding: 60px 20px; text-align: center; color: #6b7280; background: rgba(255, 255, 255, 0.5); border-radius: 16px; border: 2px dashed #d1d5db;">
|
547 |
+
<div style="font-size: 48px; margin-bottom: 16px;">🤖</div>
|
548 |
+
<h3 style="color: #374151; margin: 0 0 8px 0;">พร้อมวิเคราะห์ความรู้สึก</h3>
|
549 |
+
<p style="margin: 0; font-size: 14px;">ใส่ข้อความด้านบนแล้วกดปุ่ม "วิเคราะห์ข้อความ"</p>
|
550 |
+
</div>
|
551 |
+
"""
|
552 |
)
|
553 |
|
554 |
+
# Examples Section
|
555 |
+
gr.HTML("""
|
556 |
+
<div style="margin: 40px 0 20px 0;">
|
557 |
+
<h3 style="color: white; text-align: center; font-size: 20px; font-weight: 700; margin-bottom: 20px; text-shadow: 0 2px 4px rgba(0,0,0,0.3);">
|
558 |
+
✨ ตัวอย่างการใช้งาน
|
559 |
+
</h3>
|
560 |
+
</div>
|
561 |
+
""")
|
562 |
+
|
563 |
examples = gr.Examples(
|
564 |
examples=[
|
565 |
+
["วันนี้อากาศดีมาก ฉันรู้สึกมีความสุขมาก ☀️ สีฟ้าสวยจริงๆ น่ามองจัง"],
|
566 |
+
["ฉันไม่ชอบอาหารนี้เลย 😤 รสชาติแปลกมาก เค็มเกินไป ไม่อร่อยเลย"],
|
567 |
+
["วันนี้เป็นยังไงบ้าง? 🤔\nเรียนหนังสือกันไหม? 📚\nมีงานอะไรให้ช่วยไหม? 💪"],
|
568 |
+
["บริการดีมาก 👍 พนักงานใจดีและเป็นกันเอง\nแต่ของมีราคาแพงไปหน่อย 💸\nโดยรวมแล้วพอใจครับ แนะนำให้เพื่อนมาลอง ⭐"],
|
569 |
+
["เมื่อไหร่จะได้เจอกันอีก 😢 คิดถึงมากเลย\nแต่ตอนนี้ต้องทำงานหนักก่อน 💪 เพื่ออนาคตที่ดี ✨"]
|
570 |
],
|
571 |
inputs=[text_input],
|
572 |
+
label="",
|
573 |
+
examples_per_page=5
|
574 |
)
|
575 |
|
576 |
+
# Legend Section
|
577 |
+
gr.HTML("""
|
578 |
+
<div style="margin: 40px 0 20px 0; background: rgba(255, 255, 255, 0.15); backdrop-filter: blur(10px); border-radius: 20px; padding: 30px; border: 1px solid rgba(255, 255, 255, 0.2);">
|
579 |
+
<h3 style="color: white; text-align: center; font-size: 22px; font-weight: 700; margin-bottom: 25px; text-shadow: 0 2px 4px rgba(0,0,0,0.3);">
|
580 |
+
🎯 คำอธิบายผลการวิเคราะห์
|
581 |
+
</h3>
|
582 |
+
<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(220px, 1fr)); gap: 20px;">
|
583 |
+
<div style="background: rgba(16, 185, 129, 0.15); backdrop-filter: blur(10px); border-radius: 16px; padding: 20px; text-align: center; border: 1px solid rgba(16, 185, 129, 0.3); transition: all 0.3s ease;" onmouseover="this.style.transform='translateY(-5px)'; this.style.boxShadow='0 10px 25px rgba(16, 185, 129, 0.2)'" onmouseout="this.style.transform='translateY(0)'; this.style.boxShadow='none'">
|
584 |
+
<div style="font-size: 36px; margin-bottom: 12px;">😊</div>
|
585 |
+
<h4 style="color: #10b981; margin: 0 0 8px 0; font-size: 16px; font-weight: 700;">POSITIVE</h4>
|
586 |
+
<p style="color: rgba(255,255,255,0.8); margin: 0; font-size: 13px; line-height: 1.4;">ความรู้สึกเชิงบวก<br>ดี, สุข, ชอบ, ยินดี</p>
|
587 |
</div>
|
588 |
+
<div style="background: rgba(239, 68, 68, 0.15); backdrop-filter: blur(10px); border-radius: 16px; padding: 20px; text-align: center; border: 1px solid rgba(239, 68, 68, 0.3); transition: all 0.3s ease;" onmouseover="this.style.transform='translateY(-5px)'; this.style.boxShadow='0 10px 25px rgba(239, 68, 68, 0.2)'" onmouseout="this.style.transform='translateY(0)'; this.style.boxShadow='none'">
|
589 |
+
<div style="font-size: 36px; margin-bottom: 12px;">😢</div>
|
590 |
+
<h4 style="color: #ef4444; margin: 0 0 8px 0; font-size: 16px; font-weight: 700;">NEGATIVE</h4>
|
591 |
+
<p style="color: rgba(255,255,255,0.8); margin: 0; font-size: 13px; line-height: 1.4;">ความรู้สึกเชิงลบ<br>เศร้า, โกรธ, ไม่ชอบ</p>
|
592 |
</div>
|
593 |
+
<div style="background: rgba(245, 158, 11, 0.15); backdrop-filter: blur(10px); border-radius: 16px; padding: 20px; text-align: center; border: 1px solid rgba(245, 158, 11, 0.3); transition: all 0.3s ease;" onmouseover="this.style.transform='translateY(-5px)'; this.style.boxShadow='0 10px 25px rgba(245, 158, 11, 0.2)'" onmouseout="this.style.transform='translateY(0)'; this.style.boxShadow='none'">
|
594 |
+
<div style="font-size: 36px; margin-bottom: 12px;">😐</div>
|
595 |
+
<h4 style="color: #f59e0b; margin: 0 0 8px 0; font-size: 16px; font-weight: 700;">NEUTRAL</h4>
|
596 |
+
<p style="color: rgba(255,255,255,0.8); margin: 0; font-size: 13px; line-height: 1.4;">ความรู้สึกเป็นกลาง<br>ปกติ, พอใช้ได้, ธรรมดา</p>
|
597 |
</div>
|
598 |
+
<div style="background: rgba(99, 102, 241, 0.15); backdrop-filter: blur(10px); border-radius: 16px; padding: 20px; text-align: center; border: 1px solid rgba(99, 102, 241, 0.3); transition: all 0.3s ease;" onmouseover="this.style.transform='translateY(-5px)'; this.style.boxShadow='0 10px 25px rgba(99, 102, 241, 0.2)'" onmouseout="this.style.transform='translateY(0)'; this.style.boxShadow='none'">
|
599 |
+
<div style="font-size: 36px; margin-bottom: 12px;">🤔</div>
|
600 |
+
<h4 style="color: #6366f1; margin: 0 0 8px 0; font-size: 16px; font-weight: 700;">QUESTION</h4>
|
601 |
+
<p style="color: rgba(255,255,255,0.8); margin: 0; font-size: 13px; line-height: 1.4;">ประโยคคำถาม<br>อะไร, ไหน, เมื่อไหร่</p>
|
602 |
</div>
|
603 |
</div>
|
604 |
</div>
|
605 |
""")
|
606 |
+
|
607 |
+
# Footer
|
608 |
+
gr.HTML("""
|
609 |
+
<div style="text-align: center; padding: 30px 0 10px 0;">
|
610 |
+
<p style="color: rgba(255,255,255,0.7); font-size: 14px; margin: 0; text-shadow: 0 1px 2px rgba(0,0,0,0.3);">
|
611 |
+
พัฒนาด้วย ❤️ โดยใช้ Transformers และ Gradio | รองรับโมเดล AI หลากหลาย
|
612 |
+
</p>
|
613 |
+
</div>
|
614 |
+
""")
|
615 |
|
616 |
+
# Event handlers with enhanced functionality
|
617 |
+
def analyze_wrapper(text, model_display_name):
|
618 |
if not text.strip():
|
619 |
+
return """
|
620 |
+
<div style="padding: 60px 20px; text-align: center; color: #6b7280; background: rgba(255, 255, 255, 0.5); border-radius: 16px; border: 2px dashed #d1d5db;">
|
621 |
+
<div style="font-size: 48px; margin-bottom: 16px;">⚠️</div>
|
622 |
+
<h3 style="color: #ef4444; margin: 0 0 8px 0;">กรุณาใส่ข้อความ</h3>
|
623 |
+
<p style="margin: 0; font-size: 14px;">ใส่ข้อความที่ต้องการวิเคราะห์ในช่องด้านบน</p>
|
624 |
+
</div>
|
625 |
+
"""
|
626 |
+
|
627 |
+
# Find actual model name from display name
|
628 |
+
model_name = None
|
629 |
+
for model_tuple in MODEL_LIST:
|
630 |
+
if model_tuple[1] == model_display_name:
|
631 |
+
model_name = model_tuple[0]
|
632 |
+
break
|
633 |
+
|
634 |
+
if not model_name:
|
635 |
+
model_name = "ZombitX64/MultiSent-E5-Pro" # fallback
|
636 |
+
|
637 |
return analyze_text(text, model_name)
|
638 |
|
639 |
def clear_text():
|
640 |
+
return "", """
|
641 |
+
<div style="padding: 60px 20px; text-align: center; color: #6b7280; background: rgba(255, 255, 255, 0.5); border-radius: 16px; border: 2px dashed #d1d5db;">
|
642 |
+
<div style="font-size: 48px; margin-bottom: 16px;">🤖</div>
|
643 |
+
<h3 style="color: #374151; margin: 0 0 8px 0;">พร้อมวิเคราะห์ความรู้สึก</h3>
|
644 |
+
<p style="margin: 0; font-size: 14px;">ใส่ข้อความด้านบนแล้วกดปุ่ม "วิเคราะห์ข้อความ"</p>
|
645 |
+
</div>
|
646 |
+
"""
|
647 |
+
|
648 |
+
def auto_analyze(text, model_display_name):
|
649 |
+
if text.strip():
|
650 |
+
return analyze_wrapper(text, model_display_name)
|
651 |
+
return """
|
652 |
+
<div style="padding: 60px 20px; text-align: center; color: #6b7280; background: rgba(255, 255, 255, 0.5); border-radius: 16px; border: 2px dashed #d1d5db;">
|
653 |
+
<div style="font-size: 48px; margin-bottom: 16px;">🤖</div>
|
654 |
+
<h3 style="color: #374151; margin: 0 0 8px 0;">พร้อมวิเคราะห์ความรู้สึก</h3>
|
655 |
+
<p style="margin: 0; font-size: 14px;">ใส่ข้อความด้านบนแล้วกดปุ่ม "วิเคราะห์ข้อความ"</p>
|
656 |
+
</div>
|
657 |
+
"""
|
658 |
|
659 |
# Connect events
|
660 |
+
analyze_btn.click(
|
661 |
+
analyze_wrapper,
|
662 |
+
inputs=[text_input, model_dropdown],
|
663 |
+
outputs=output_box,
|
664 |
+
show_progress=True
|
665 |
+
)
|
666 |
+
|
667 |
+
text_input.submit(
|
668 |
+
analyze_wrapper,
|
669 |
+
inputs=[text_input, model_dropdown],
|
670 |
+
outputs=output_box,
|
671 |
+
show_progress=True
|
672 |
+
)
|
673 |
+
|
674 |
+
model_dropdown.change(
|
675 |
+
auto_analyze,
|
676 |
+
inputs=[text_input, model_dropdown],
|
677 |
+
outputs=output_box
|
678 |
+
)
|
679 |
+
|
680 |
+
clear_btn.click(
|
681 |
+
clear_text,
|
682 |
+
outputs=[text_input, output_box]
|
683 |
+
)
|
684 |
|
685 |
+
# Launch configuration
|
686 |
if __name__ == "__main__":
|
687 |
+
demo.queue(
|
688 |
+
max_size=50,
|
689 |
+
default_concurrency_limit=10
|
690 |
+
).launch(
|
691 |
server_name="0.0.0.0",
|
692 |
server_port=7860,
|
693 |
+
share=True, # Set to True for public sharing
|
694 |
show_error=True,
|
695 |
+
show_api=False,
|
696 |
+
quiet=False,
|
697 |
+
favicon_path=None,
|
698 |
+
ssl_verify=False,
|
699 |
+
app_kwargs={
|
700 |
+
"docs_url": None,
|
701 |
+
"redoc_url": None,
|
702 |
+
}
|
703 |
+
)
|