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Running
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Running
on
Zero
Commit
·
431f09f
1
Parent(s):
7de9a5a
Add comprehensive Swagger/OpenAPI documentation with detailed endpoint descriptions
Browse files- API_DOCS.md +320 -0
- api/routes.py +127 -22
API_DOCS.md
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| 1 |
+
# API Documentation - Vocal Articulation Assessment v2.0
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| 2 |
+
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| 3 |
+
## Swagger/OpenAPI Documentation
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| 4 |
+
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| 5 |
+
API ini menggunakan **FastAPI** yang menyediakan dokumentasi interaktif otomatis.
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| 6 |
+
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| 7 |
+
### Akses Dokumentasi
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| 8 |
+
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| 9 |
+
Setelah aplikasi berjalan, akses dokumentasi di:
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| 10 |
+
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| 11 |
+
#### 1. **Swagger UI** (Recommended)
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| 12 |
+
```
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| 13 |
+
https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/docs
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| 14 |
+
```
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| 15 |
+
atau lokal:
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| 16 |
+
```
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| 17 |
+
http://localhost:7860/docs
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| 18 |
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```
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| 19 |
+
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| 20 |
+
**Features:**
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| 21 |
+
- 🎯 Interactive API testing
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| 22 |
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- 📝 Try out endpoints langsung dari browser
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| 23 |
+
- 📋 Request/Response schemas
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| 24 |
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- 🔍 Parameter descriptions
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| 25 |
+
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| 26 |
+
#### 2. **ReDoc** (Alternative Documentation)
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| 27 |
+
```
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| 28 |
+
https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/redoc
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| 29 |
+
```
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| 30 |
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atau lokal:
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| 31 |
+
```
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| 32 |
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http://localhost:7860/redoc
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| 33 |
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```
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| 34 |
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**Features:**
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| 36 |
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- 📚 Clean, readable documentation
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| 37 |
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- 🔗 Deep linking
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| 38 |
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- 📖 Better for reading
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| 40 |
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#### 3. **OpenAPI JSON Schema**
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| 41 |
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```
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| 42 |
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https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/openapi.json
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| 43 |
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```
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| 44 |
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atau lokal:
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| 45 |
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```
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| 46 |
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http://localhost:7860/openapi.json
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| 47 |
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```
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| 48 |
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| 49 |
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---
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| 50 |
+
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| 51 |
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## Quick API Overview
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| 52 |
+
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| 53 |
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### Base URL
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| 54 |
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```
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| 55 |
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https://huggingface.co/spaces/Cyberlace/latihan-artikulasi
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| 56 |
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```
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| 57 |
+
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| 58 |
+
### Endpoints
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| 59 |
+
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| 60 |
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| Method | Endpoint | Description | Tags |
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| 61 |
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|--------|----------|-------------|------|
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| 62 |
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| `GET` | `/` | API information | General |
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| 63 |
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| `GET` | `/health` | Health check & model status | System |
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| 64 |
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| `GET` | `/levels` | List all articulation levels | Articulation |
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| 65 |
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| `POST` | `/score` | Score single audio file | Scoring |
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| 66 |
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| `POST` | `/batch_score` | Score multiple audio files | Scoring |
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| 67 |
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| 68 |
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---
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| 69 |
+
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| 70 |
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## Example Usage
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| 71 |
+
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| 72 |
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### 1. Check Health
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| 73 |
+
```bash
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| 74 |
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curl -X GET "https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/health"
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| 75 |
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```
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| 76 |
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| 77 |
+
**Response:**
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| 78 |
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```json
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| 79 |
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{
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| 80 |
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"status": "healthy",
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| 81 |
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"model_loaded": true,
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| 82 |
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"device": "cpu",
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| 83 |
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"whisper_model": "openai/whisper-small"
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| 84 |
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}
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| 85 |
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```
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| 86 |
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| 87 |
+
### 2. Get Levels
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| 88 |
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```bash
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| 89 |
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curl -X GET "https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/levels"
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| 90 |
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```
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| 91 |
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| 92 |
+
**Response:**
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| 93 |
+
```json
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| 94 |
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{
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| 95 |
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"levels": {
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| 96 |
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"1": {
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| 97 |
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"name": "Vokal Tunggal",
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| 98 |
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"difficulty": "Pemula",
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| 99 |
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"targets": ["A", "I", "U", "E", "O"]
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| 100 |
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},
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| 101 |
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...
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| 102 |
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},
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| 103 |
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"total_levels": 5
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| 104 |
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}
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| 105 |
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```
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| 106 |
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| 107 |
+
### 3. Score Audio (Python)
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| 108 |
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```python
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| 109 |
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import requests
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| 110 |
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| 111 |
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# Single file
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| 112 |
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url = "https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/score"
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| 113 |
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files = {'audio': open('recording.wav', 'rb')}
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| 114 |
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data = {'target_text': 'STRATEGI', 'level': 4}
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| 115 |
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| 116 |
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response = requests.post(url, files=files, data=data)
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| 117 |
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result = response.json()
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| 118 |
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| 119 |
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print(f"Score: {result['overall_score']}")
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| 120 |
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print(f"Grade: {result['grade']}")
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| 121 |
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print(f"Transcription: {result['transcription']}")
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| 122 |
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print(f"Feedback: {result['feedback']}")
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| 123 |
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```
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| 124 |
+
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| 125 |
+
### 4. Score Audio (cURL)
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| 126 |
+
```bash
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| 127 |
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curl -X POST "https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/score" \
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| 128 |
+
-F "[email protected]" \
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| 129 |
+
-F "target_text=STRATEGI" \
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| 130 |
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-F "level=4"
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| 131 |
+
```
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| 132 |
+
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| 133 |
+
### 5. Batch Score (Python)
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| 134 |
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```python
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| 135 |
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import requests
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| 136 |
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| 137 |
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url = "https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/batch_score"
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| 138 |
+
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| 139 |
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files = [
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| 140 |
+
('audios', open('audio1.wav', 'rb')),
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| 141 |
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('audios', open('audio2.wav', 'rb')),
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| 142 |
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('audios', open('audio3.wav', 'rb')),
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| 143 |
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]
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| 144 |
+
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| 145 |
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data = {
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| 146 |
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'target_texts': 'A,I,U',
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| 147 |
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'levels': '1,1,1'
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| 148 |
+
}
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| 149 |
+
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| 150 |
+
response = requests.post(url, files=files, data=data)
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| 151 |
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results = response.json()['results']
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| 152 |
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| 153 |
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for r in results:
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| 154 |
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print(f"{r['filename']}: Score={r['overall_score']}, Grade={r['grade']}")
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| 155 |
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```
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| 156 |
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| 157 |
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---
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| 158 |
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| 159 |
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## Response Schema
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| 160 |
+
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| 161 |
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### Score Response
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| 162 |
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```json
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| 163 |
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{
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"success": true,
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| 165 |
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"overall_score": 85.5,
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| 166 |
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"grade": "B",
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| 167 |
+
"clarity_score": 90.0,
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| 168 |
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"energy_score": 85.0,
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| 169 |
+
"speech_rate_score": 80.0,
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| 170 |
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"pitch_consistency_score": 88.0,
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| 171 |
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"snr_score": 82.0,
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| 172 |
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"articulation_score": 87.0,
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| 173 |
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"transcription": "STRATEGI",
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| 174 |
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"target": "STRATEGI",
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| 175 |
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"similarity": 1.0,
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| 176 |
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"wer": 0.0,
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| 177 |
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"feedback": "Bagus! Pengucapan sudah cukup jelas.",
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| 178 |
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"suggestions": [
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| 179 |
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"Pertahankan volume suara yang stabil"
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| 180 |
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],
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| 181 |
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"audio_features": {
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| 182 |
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"duration": 1.234,
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| 183 |
+
"rms_db": -25.5,
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| 184 |
+
"zero_crossing_rate": 0.0523,
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| 185 |
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"spectral_centroid": 2500.0,
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| 186 |
+
"spectral_rolloff": 5000.0,
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| 187 |
+
"spectral_bandwidth": 1800.0,
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| 188 |
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"tempo": 120.0
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| 189 |
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},
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| 190 |
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"level": 4
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| 191 |
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}
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| 192 |
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```
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| 193 |
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| 194 |
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### Grading System
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| 195 |
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- **Grade A** (90-100): Sempurna - pengucapan sangat jelas dan akurat
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| 196 |
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- **Grade B** (80-89): Bagus - pengucapan cukup jelas dengan minor errors
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| 197 |
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- **Grade C** (70-79): Cukup - ada beberapa kesalahan
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| 198 |
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- **Grade D** (60-69): Kurang - perlu latihan lebih
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| 199 |
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- **Grade E** (<60): Terus berlatih!
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| 200 |
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| 201 |
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### Scoring Metrics
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| 202 |
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1. **Clarity** (0-100): ASR accuracy dari Whisper transcription
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| 203 |
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2. **Energy** (0-100): Kualitas volume dan energi suara (optimal: -30 to -10 dB)
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| 204 |
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3. **Speech Rate** (0-100): Kecepatan bicara (suku kata per detik)
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| 205 |
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4. **Pitch Consistency** (0-100): Stabilitas nada suara
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| 206 |
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5. **SNR** (0-100): Signal-to-Noise Ratio (kualitas rekaman)
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| 207 |
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6. **Articulation** (0-100): Kejernihan artikulasi dari analisis spektral
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| 208 |
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| 209 |
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---
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| 210 |
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| 211 |
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## Error Handling
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| 212 |
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| 213 |
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### Common Errors
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| 214 |
+
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| 215 |
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**503 Service Unavailable**
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| 216 |
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```json
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| 217 |
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{
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| 218 |
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"detail": "Model not loaded"
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| 219 |
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}
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| 220 |
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```
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| 221 |
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*Solution*: Tunggu model selesai loading (~30-60 detik saat startup)
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| 222 |
+
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| 223 |
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**400 Bad Request - Invalid Level**
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| 224 |
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```json
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| 225 |
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{
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| 226 |
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"detail": "Invalid level. Must be 1-5. Available levels: [1, 2, 3, 4, 5]"
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| 227 |
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}
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| 228 |
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```
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| 229 |
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*Solution*: Gunakan level 1-5
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| 230 |
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| 231 |
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**400 Bad Request - Empty Target**
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| 232 |
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```json
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| 233 |
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{
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| 234 |
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"detail": "target_text cannot be empty"
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| 235 |
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}
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| 236 |
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```
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| 237 |
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*Solution*: Berikan target_text yang valid
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| 238 |
+
|
| 239 |
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**500 Internal Server Error**
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| 240 |
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```json
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| 241 |
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{
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| 242 |
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"detail": "Error processing audio: [error message]"
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| 243 |
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}
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| 244 |
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```
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| 245 |
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*Solution*: Pastikan format audio valid (WAV, MP3, M4A, FLAC, OGG)
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| 246 |
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| 247 |
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---
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| 248 |
+
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| 249 |
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## Testing with Swagger UI
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| 250 |
+
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| 251 |
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1. Buka: https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/docs
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| 252 |
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2. Click endpoint yang ingin di-test (misal: `POST /score`)
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| 253 |
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3. Click **"Try it out"**
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| 254 |
+
4. Fill parameters:
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| 255 |
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- `audio`: Upload file audio
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| 256 |
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- `target_text`: Masukkan text (misal: "STRATEGI")
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| 257 |
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- `level`: Pilih 1-5
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| 258 |
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5. Click **"Execute"**
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| 259 |
+
6. Lihat response di bawah
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| 260 |
+
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| 261 |
+
---
|
| 262 |
+
|
| 263 |
+
## Client Libraries
|
| 264 |
+
|
| 265 |
+
### Python
|
| 266 |
+
```python
|
| 267 |
+
# Install requests
|
| 268 |
+
pip install requests
|
| 269 |
+
|
| 270 |
+
# Example code above
|
| 271 |
+
```
|
| 272 |
+
|
| 273 |
+
### JavaScript/Node.js
|
| 274 |
+
```javascript
|
| 275 |
+
const FormData = require('form-data');
|
| 276 |
+
const fs = require('fs');
|
| 277 |
+
const axios = require('axios');
|
| 278 |
+
|
| 279 |
+
const form = new FormData();
|
| 280 |
+
form.append('audio', fs.createReadStream('recording.wav'));
|
| 281 |
+
form.append('target_text', 'STRATEGI');
|
| 282 |
+
form.append('level', '4');
|
| 283 |
+
|
| 284 |
+
axios.post('https://huggingface.co/spaces/Cyberlace/latihan-artikulasi/score', form, {
|
| 285 |
+
headers: form.getHeaders()
|
| 286 |
+
})
|
| 287 |
+
.then(response => {
|
| 288 |
+
console.log('Score:', response.data.overall_score);
|
| 289 |
+
console.log('Grade:', response.data.grade);
|
| 290 |
+
})
|
| 291 |
+
.catch(error => console.error(error));
|
| 292 |
+
```
|
| 293 |
+
|
| 294 |
+
### cURL
|
| 295 |
+
```bash
|
| 296 |
+
# See examples above
|
| 297 |
+
```
|
| 298 |
+
|
| 299 |
+
---
|
| 300 |
+
|
| 301 |
+
## Rate Limits & Performance
|
| 302 |
+
|
| 303 |
+
- **Model**: Whisper Small (~967 MB)
|
| 304 |
+
- **Processing Time**: ~2-5 seconds per audio file
|
| 305 |
+
- **Max Audio Duration**: Recommended < 10 seconds for best results
|
| 306 |
+
- **Supported Formats**: WAV, MP3, M4A, FLAC, OGG
|
| 307 |
+
- **Max File Size**: Recommended < 10 MB
|
| 308 |
+
|
| 309 |
+
---
|
| 310 |
+
|
| 311 |
+
## Support & Contact
|
| 312 |
+
|
| 313 |
+
- **HuggingFace Space**: https://huggingface.co/spaces/Cyberlace/latihan-artikulasi
|
| 314 |
+
- **Issues**: Report di HuggingFace Discussions
|
| 315 |
+
- **Version**: 2.0.0
|
| 316 |
+
- **License**: MIT
|
| 317 |
+
|
| 318 |
+
---
|
| 319 |
+
|
| 320 |
+
**Last Updated**: November 19, 2025
|
api/routes.py
CHANGED
|
@@ -22,8 +22,40 @@ from core.constants import ARTICULATION_LEVELS
|
|
| 22 |
|
| 23 |
app = FastAPI(
|
| 24 |
title="Vocal Articulation Assessment API v2",
|
| 25 |
-
description="
|
| 26 |
-
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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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|
|
|
| 27 |
)
|
| 28 |
|
| 29 |
# CORS middleware
|
|
@@ -139,9 +171,19 @@ async def root():
|
|
| 139 |
media_type="application/json"
|
| 140 |
)
|
| 141 |
|
| 142 |
-
@app.get("/health", response_model=HealthResponse)
|
| 143 |
async def health_check():
|
| 144 |
-
"""
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 145 |
return HealthResponse(
|
| 146 |
status="healthy" if scorer is not None else "unhealthy",
|
| 147 |
model_loaded=scorer is not None,
|
|
@@ -149,27 +191,69 @@ async def health_check():
|
|
| 149 |
whisper_model="openai/whisper-small" if scorer else "not loaded"
|
| 150 |
)
|
| 151 |
|
| 152 |
-
@app.get("/levels", response_model=LevelsResponse)
|
| 153 |
async def get_levels():
|
| 154 |
-
"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 155 |
return LevelsResponse(
|
| 156 |
levels=ARTICULATION_LEVELS,
|
| 157 |
total_levels=len(ARTICULATION_LEVELS)
|
| 158 |
)
|
| 159 |
|
| 160 |
-
@app.post("/score", response_class=JSONResponse)
|
| 161 |
async def score_audio(
|
| 162 |
-
audio: UploadFile = File(..., description="Audio file (WAV, MP3, M4A,
|
| 163 |
target_text: str = Form(..., description="Target text yang seharusnya diucapkan"),
|
| 164 |
level: int = Form(1, description="Level artikulasi (1-5)")
|
| 165 |
):
|
| 166 |
"""
|
| 167 |
-
Score
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 168 |
|
| 169 |
-
|
| 170 |
-
|
| 171 |
-
|
| 172 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 173 |
|
| 174 |
Returns:
|
| 175 |
ScoreResponse dengan hasil penilaian lengkap
|
|
@@ -225,22 +309,43 @@ async def score_audio(
|
|
| 225 |
|
| 226 |
raise HTTPException(status_code=500, detail=f"Error processing audio: {str(e)}")
|
| 227 |
|
| 228 |
-
@app.post("/batch_score")
|
| 229 |
async def batch_score_audio(
|
| 230 |
audios: List[UploadFile] = File(..., description="Multiple audio files"),
|
| 231 |
target_texts: str = Form(..., description="Comma-separated target texts"),
|
| 232 |
levels: str = Form("1", description="Comma-separated levels (default: 1 for all)")
|
| 233 |
):
|
| 234 |
"""
|
| 235 |
-
|
| 236 |
|
| 237 |
-
|
| 238 |
-
|
| 239 |
-
|
| 240 |
-
|
| 241 |
-
|
| 242 |
-
|
| 243 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 244 |
"""
|
| 245 |
if scorer is None:
|
| 246 |
raise HTTPException(status_code=503, detail="Model not loaded")
|
|
|
|
| 22 |
|
| 23 |
app = FastAPI(
|
| 24 |
title="Vocal Articulation Assessment API v2",
|
| 25 |
+
description="""
|
| 26 |
+
## API untuk Penilaian Artikulasi Vokal Indonesia
|
| 27 |
+
|
| 28 |
+
Sistem penilaian berbasis **Whisper ASR** dengan analisis audio komprehensif untuk 5 level artikulasi.
|
| 29 |
+
|
| 30 |
+
### Features
|
| 31 |
+
- **ASR-based Clarity Scoring** menggunakan Whisper model
|
| 32 |
+
- **6 Metrik Komprehensif**: Clarity, Energy, Speech Rate, Pitch Consistency, SNR, Articulation
|
| 33 |
+
- **Multi-level Support**: Level 1-5 (Vokal → Kalimat)
|
| 34 |
+
- **Grading System**: A-E berdasarkan overall score
|
| 35 |
+
|
| 36 |
+
### Documentation
|
| 37 |
+
- **Swagger UI**: `/docs` (interactive API testing)
|
| 38 |
+
- **ReDoc**: `/redoc` (alternative documentation)
|
| 39 |
+
- **OpenAPI JSON**: `/openapi.json`
|
| 40 |
+
|
| 41 |
+
### Endpoints
|
| 42 |
+
- `GET /` - API information
|
| 43 |
+
- `GET /health` - Health check & model status
|
| 44 |
+
- `GET /levels` - List all articulation levels
|
| 45 |
+
- `POST /score` - Score single audio file
|
| 46 |
+
- `POST /batch_score` - Score multiple audio files
|
| 47 |
+
""",
|
| 48 |
+
version="2.0.0",
|
| 49 |
+
docs_url="/docs",
|
| 50 |
+
redoc_url="/redoc",
|
| 51 |
+
openapi_url="/openapi.json",
|
| 52 |
+
contact={
|
| 53 |
+
"name": "Vocal Articulation Assessment Team",
|
| 54 |
+
"url": "https://huggingface.co/spaces/Cyberlace/latihan-artikulasi",
|
| 55 |
+
},
|
| 56 |
+
license_info={
|
| 57 |
+
"name": "MIT License",
|
| 58 |
+
}
|
| 59 |
)
|
| 60 |
|
| 61 |
# CORS middleware
|
|
|
|
| 171 |
media_type="application/json"
|
| 172 |
)
|
| 173 |
|
| 174 |
+
@app.get("/health", response_model=HealthResponse, tags=["System"])
|
| 175 |
async def health_check():
|
| 176 |
+
"""
|
| 177 |
+
## Health Check
|
| 178 |
+
|
| 179 |
+
Check API health status and model loading status.
|
| 180 |
+
|
| 181 |
+
**Returns:**
|
| 182 |
+
- `status`: "healthy" or "unhealthy"
|
| 183 |
+
- `model_loaded`: Whether Whisper model is loaded
|
| 184 |
+
- `device`: CPU or CUDA
|
| 185 |
+
- `whisper_model`: Model name
|
| 186 |
+
"""
|
| 187 |
return HealthResponse(
|
| 188 |
status="healthy" if scorer is not None else "unhealthy",
|
| 189 |
model_loaded=scorer is not None,
|
|
|
|
| 191 |
whisper_model="openai/whisper-small" if scorer else "not loaded"
|
| 192 |
)
|
| 193 |
|
| 194 |
+
@app.get("/levels", response_model=LevelsResponse, tags=["Articulation"])
|
| 195 |
async def get_levels():
|
| 196 |
+
"""
|
| 197 |
+
## Get Articulation Levels
|
| 198 |
+
|
| 199 |
+
Retrieve all available articulation levels with their targets.
|
| 200 |
+
|
| 201 |
+
**Levels:**
|
| 202 |
+
- **Level 1**: Vokal Tunggal (A, I, U, E, O)
|
| 203 |
+
- **Level 2**: Konsonan + Vokal (BA, DA, KA, etc.)
|
| 204 |
+
- **Level 3**: Suku Kata Kompleks (BRA, TRI, etc.)
|
| 205 |
+
- **Level 4**: Kata Penuh (RUMAH, STRATEGI, etc.)
|
| 206 |
+
- **Level 5**: Kalimat Lengkap
|
| 207 |
+
|
| 208 |
+
**Returns:**
|
| 209 |
+
- `levels`: Dictionary of all levels with targets
|
| 210 |
+
- `total_levels`: Total number of levels (5)
|
| 211 |
+
"""
|
| 212 |
return LevelsResponse(
|
| 213 |
levels=ARTICULATION_LEVELS,
|
| 214 |
total_levels=len(ARTICULATION_LEVELS)
|
| 215 |
)
|
| 216 |
|
| 217 |
+
@app.post("/score", response_class=JSONResponse, tags=["Scoring"])
|
| 218 |
async def score_audio(
|
| 219 |
+
audio: UploadFile = File(..., description="Audio file (WAV, MP3, M4A, FLAC, OGG)"),
|
| 220 |
target_text: str = Form(..., description="Target text yang seharusnya diucapkan"),
|
| 221 |
level: int = Form(1, description="Level artikulasi (1-5)")
|
| 222 |
):
|
| 223 |
"""
|
| 224 |
+
## Score Audio File
|
| 225 |
+
|
| 226 |
+
Upload audio dan dapatkan penilaian artikulasi vokal komprehensif.
|
| 227 |
+
|
| 228 |
+
**Request:**
|
| 229 |
+
- `audio`: Audio file (format: WAV, MP3, M4A, FLAC, OGG)
|
| 230 |
+
- `target_text`: Text yang seharusnya diucapkan (contoh: "A", "BA", "STRATEGI")
|
| 231 |
+
- `level`: Level artikulasi (1-5)
|
| 232 |
|
| 233 |
+
**Response:**
|
| 234 |
+
- `success`: Boolean status
|
| 235 |
+
- `overall_score`: Skor keseluruhan (0-100)
|
| 236 |
+
- `grade`: Grade (A-E)
|
| 237 |
+
- 6 component scores (clarity, energy, speech_rate, pitch_consistency, snr, articulation)
|
| 238 |
+
- `transcription`: Hasil ASR dari audio
|
| 239 |
+
- `target`: Target text (uppercase)
|
| 240 |
+
- `similarity`: Similarity score (0-1)
|
| 241 |
+
- `wer`: Word Error Rate (0-1)
|
| 242 |
+
- `feedback`: Feedback teks
|
| 243 |
+
- `suggestions`: List saran perbaikan
|
| 244 |
+
- `audio_features`: Dictionary fitur audio
|
| 245 |
+
- `level`: Level yang digunakan
|
| 246 |
+
|
| 247 |
+
**Example:**
|
| 248 |
+
```python
|
| 249 |
+
import requests
|
| 250 |
+
|
| 251 |
+
files = {'audio': open('recording.wav', 'rb')}
|
| 252 |
+
data = {'target_text': 'STRATEGI', 'level': 4}
|
| 253 |
+
response = requests.post('http://localhost:8000/score', files=files, data=data)
|
| 254 |
+
result = response.json()
|
| 255 |
+
print(f"Score: {result['overall_score']}, Grade: {result['grade']}")
|
| 256 |
+
```
|
| 257 |
|
| 258 |
Returns:
|
| 259 |
ScoreResponse dengan hasil penilaian lengkap
|
|
|
|
| 309 |
|
| 310 |
raise HTTPException(status_code=500, detail=f"Error processing audio: {str(e)}")
|
| 311 |
|
| 312 |
+
@app.post("/batch_score", tags=["Scoring"])
|
| 313 |
async def batch_score_audio(
|
| 314 |
audios: List[UploadFile] = File(..., description="Multiple audio files"),
|
| 315 |
target_texts: str = Form(..., description="Comma-separated target texts"),
|
| 316 |
levels: str = Form("1", description="Comma-separated levels (default: 1 for all)")
|
| 317 |
):
|
| 318 |
"""
|
| 319 |
+
## Batch Score Multiple Audio Files
|
| 320 |
|
| 321 |
+
Upload beberapa audio files sekaligus dan dapatkan penilaian untuk masing-masing.
|
| 322 |
+
|
| 323 |
+
**Request:**
|
| 324 |
+
- `audios`: List of audio files
|
| 325 |
+
- `target_texts`: Comma-separated target texts (contoh: "A,I,U,E,O")
|
| 326 |
+
- `levels`: Comma-separated levels (contoh: "1,1,1,2,2") atau single value untuk semua
|
| 327 |
+
|
| 328 |
+
**Response:**
|
| 329 |
+
- `results`: Array of score results (sama seperti /score endpoint)
|
| 330 |
+
- `total`: Total number of processed files
|
| 331 |
+
|
| 332 |
+
**Example:**
|
| 333 |
+
```python
|
| 334 |
+
import requests
|
| 335 |
+
|
| 336 |
+
files = [
|
| 337 |
+
('audios', open('audio1.wav', 'rb')),
|
| 338 |
+
('audios', open('audio2.wav', 'rb')),
|
| 339 |
+
]
|
| 340 |
+
data = {
|
| 341 |
+
'target_texts': 'A,I',
|
| 342 |
+
'levels': '1,1'
|
| 343 |
+
}
|
| 344 |
+
response = requests.post('http://localhost:8000/batch_score', files=files, data=data)
|
| 345 |
+
results = response.json()['results']
|
| 346 |
+
for r in results:
|
| 347 |
+
print(f"{r['filename']}: {r['overall_score']}")
|
| 348 |
+
```
|
| 349 |
"""
|
| 350 |
if scorer is None:
|
| 351 |
raise HTTPException(status_code=503, detail="Model not loaded")
|