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| title: Semantic Embedding API | |
| emoji: 🤖 | |
| colorFrom: blue | |
| colorTo: green | |
| sdk: gradio | |
| sdk_version: "4.44.0" | |
| app_file: app.py | |
| pinned: false | |
| license: mit | |
| short_description: Embedding + LLM Analysis untuk deteksi kemiripan proposal | |
| # 🤖 Semantic Embedding & LLM Analysis API | |
| API untuk deteksi kemiripan proposal skripsi menggunakan AI embedding dan Google Gemini. | |
| ## Fitur | |
| ### Embedding (Sentence Transformers) | |
| - **Single/Batch Embedding** - Generate embedding vektor 384 dimensi | |
| - **Similarity Check** - Hitung kemiripan semantik | |
| - **Supabase Cache** - Shared cache untuk performa | |
| ### LLM Analysis (Google Gemini) | |
| - **Analisis Mendalam** - Reasoning seperti penilai manusia | |
| - **Verdict** - AMAN / PERLU_REVIEW / BERMASALAH | |
| - **Saran Konkret** - Rekomendasi untuk mahasiswa | |
| - **Auto Cache** - Hasil disimpan ke Supabase | |
| ## Model & Tech | |
| | Komponen | Teknologi | | |
| |----------|-----------| | |
| | Embedding | `paraphrase-multilingual-MiniLM-L12-v2` (384 dim) | | |
| | LLM | Google Gemini 2.5 Pro | | |
| | Cache | Supabase (PostgreSQL) | | |
| | API | Gradio | | |
| ## Required Secrets | |
| Set di **Settings > Repository secrets**: | |
| ``` | |
| SUPABASE_URL - URL project Supabase | |
| SUPABASE_KEY - Supabase anon/service key | |
| GEMINI_API_KEY_1 - API key Gemini #1 | |
| GEMINI_API_KEY_2 - API key Gemini #2 (opsional) | |
| GEMINI_API_KEY_3 - API key Gemini #3 (opsional) | |
| GEMINI_API_KEY_4 - API key Gemini #4 (opsional) | |
| ``` | |
| ## API Endpoints | |
| | Endpoint | Fungsi | | |
| |----------|--------| | |
| | `/get_embedding` | Single text embedding | | |
| | `/get_embeddings_batch` | Batch embeddings | | |
| | `/calculate_similarity` | Cosine similarity | | |
| | `/db_get_all_embeddings` | Get cached embeddings | | |
| | `/db_save_embedding` | Save embedding (API only) | | |
| | `/llm_check_status` | Check Gemini status | | |
| | `/llm_analyze_pair` | Full LLM analysis | | |
| ## Dibuat Untuk | |
| **Monitoring Proposal Skripsi** | |
| KK E (Ilmu Komputer) - Prodi Teknik Informatika | |
| Universitas Komputer Indonesia (UNIKOM) | |
| 🔗 [Website](https://galih-hermawan-unikom.github.io/monitoring-proksi/) | |
| ## Pengembang | |
| **Galih Hermawan** | |
| 🌐 [galih.eu](https://galih.eu) • 🐙 [github.com/galihboy](https://github.com/galihboy) • 🐙 [github.com/Galih-Hermawan-Unikom](https://github.com/Galih-Hermawan-Unikom) | |
| 📅 Terakhir diperbarui: 30 November 2025 | |
| ## License | |
| MIT License | |