Create robot_ai_model.json
Browse files- robot_ai_model.json +60 -0
robot_ai_model.json
ADDED
|
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "robot_behavior_model_v1",
|
| 3 |
+
"version": "1.0",
|
| 4 |
+
"description": "Model AI untuk memahami instruksi manusia dan menghasilkan aksi robot secara otonom.",
|
| 5 |
+
"architecture": {
|
| 6 |
+
"type": "Transformer-based",
|
| 7 |
+
"hidden_size": 512,
|
| 8 |
+
"num_layers": 8,
|
| 9 |
+
"num_attention_heads": 8,
|
| 10 |
+
"activation": "gelu"
|
| 11 |
+
},
|
| 12 |
+
"input_format": {
|
| 13 |
+
"instruction": "Perintah teks dari manusia",
|
| 14 |
+
"sensor_data": {
|
| 15 |
+
"camera": "RGB image (optional)",
|
| 16 |
+
"lidar": "point cloud (optional)",
|
| 17 |
+
"imu": "acceleration/rotation data"
|
| 18 |
+
}
|
| 19 |
+
},
|
| 20 |
+
"output_format": {
|
| 21 |
+
"robot_action": [
|
| 22 |
+
"move_forward",
|
| 23 |
+
"turn_left",
|
| 24 |
+
"turn_right",
|
| 25 |
+
"grab_object",
|
| 26 |
+
"release_object",
|
| 27 |
+
"navigate_to_location"
|
| 28 |
+
],
|
| 29 |
+
"confidence_score": "float 0–1"
|
| 30 |
+
},
|
| 31 |
+
"training_data": {
|
| 32 |
+
"datasets_used": [
|
| 33 |
+
"robot_behavior_dataset",
|
| 34 |
+
"robot_instructions_2024",
|
| 35 |
+
"human_robot_dialog_corpus"
|
| 36 |
+
],
|
| 37 |
+
"total_samples": 50000,
|
| 38 |
+
"languages_supported": ["en", "id"]
|
| 39 |
+
},
|
| 40 |
+
"example_inference": {
|
| 41 |
+
"input_instruction": "Ambilkan objek merah di meja.",
|
| 42 |
+
"sensor_context": {
|
| 43 |
+
"camera_detected_objects": [
|
| 44 |
+
{
|
| 45 |
+
"label": "botol merah",
|
| 46 |
+
"position": [0.4, 0.2, 0.9]
|
| 47 |
+
}
|
| 48 |
+
]
|
| 49 |
+
},
|
| 50 |
+
"model_output": {
|
| 51 |
+
"predicted_action_sequence": [
|
| 52 |
+
"locate_object",
|
| 53 |
+
"move_to_object",
|
| 54 |
+
"grab_object",
|
| 55 |
+
"return_to_user"
|
| 56 |
+
],
|
| 57 |
+
"confidence": 0.93
|
| 58 |
+
}
|
| 59 |
+
}
|
| 60 |
+
}
|