Tabular Regression
Transformers
Safetensors
yield-weather-soil
feature-extraction
crop-yield
multi-temporal
regression
yield-estimation
custom_code
Instructions to use Sarikaa-Sridhar/yield-estimation-transformer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Sarikaa-Sridhar/yield-estimation-transformer with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Sarikaa-Sridhar/yield-estimation-transformer", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "crop": "corn", | |
| "weather_format": "daily", | |
| "weather": { | |
| "dayl": [45000,45100,45200,45300,45400,45500,45600,45700,45800,45900,46000,46100,46200,46300,46400,46500,46600,46700,46800,46900,47000,47100,47200,47300,47400,47500,47600,47700], | |
| "prcp": [1,0,3,2,0,5,1,0,2,1,4,0,0,3,2,1,0,4,1,0,2,1,0,3,2,1,0,4], | |
| "srad": [300,305,310,315,320,325,330,335,340,345,350,355,360,365,370,375,380,385,390,395,400,405,410,415,420,425,430,435], | |
| "tmax": [25,26,27,28,29,30,29,28,27,26,28,29,30,31,32,31,30,29,28,27,26,25,26,27,28,29,30,31], | |
| "gdd": [10,12,13,14,15,16,15,14,13,12,14,15,16,17,18,17,16,15,14,13,12,11,12,13,14,15,16,17], | |
| "tmin": [15,16,16,17,18,19,18,17,16,15,16,17,18,19,20,19,18,17,16,15,14,14,15,16,17,18,19,20], | |
| "vp": [1000,1010,1020,1030,1040,1050,1040,1030,1020,1010,1020,1030,1040,1050,1060,1050,1040,1030,1020,1010,1000,995,1000,1010,1020,1030,1040,1050], | |
| "tmean": [20,21,21.5,22.5,23.5,24.5,23.5,22.5,21.5,20.5,22,23,24,25,26,25,24,23,22,21,20,19.5,20.5,21.5,22.5,23.5,24.5,25.5], | |
| "precip_3day_avg_perday": [1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1], | |
| "precip_7day_avg_perday": [1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1], | |
| "precip_14day_avg_perday": [1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1] | |
| }, | |
| "soil": { | |
| "ph": 6.5, | |
| "om": 3.2, | |
| "cec": 15.0, | |
| "awc": 0.18, | |
| "clay": 25.0, | |
| "p_ppm": 30.0, | |
| "k_ppm": 150.0, | |
| "mg_ppm": 220.0, | |
| "ca_ppm": 1800.0, | |
| "k_te": 3.0, | |
| "mg_te": 12.0, | |
| "ca_te": 70.0, | |
| "s_ppm": 15.0, | |
| "zn_ppm": 1.2, | |
| "fe_ppm": 50.0, | |
| "mn_ppm": 20.0, | |
| "cu_ppm": 0.8, | |
| "b_ppm": 0.5, | |
| "na_ppm": 10.0, | |
| "sand": 40.0, | |
| "silt": 35.0, | |
| "bd": 1.3, | |
| "elevation": 280.0, | |
| "slope": 2.0 | |
| } | |
| } |