Text Classification
Transformers
Safetensors
yield-weather-soil
crop-yield
multi-temporal
regression
yield-estimation
custom_code
Instructions to use ICICLE-AI/yield-estimation with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ICICLE-AI/yield-estimation with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="ICICLE-AI/yield-estimation", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoModelForSequenceClassification model = AutoModelForSequenceClassification.from_pretrained("ICICLE-AI/yield-estimation", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Upload component-info.yaml
Browse files- component-info.yaml +25 -0
component-info.yaml
ADDED
|
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
- id: "YieldEstimationTransformer:0.1.0"
|
| 3 |
+
owner: "Sarikaa Sridhar"
|
| 4 |
+
primaryThrust: "useInspired/DA"
|
| 5 |
+
name: "Yield Estimation Transformer"
|
| 6 |
+
status: "AlphaRelease"
|
| 7 |
+
description: >
|
| 8 |
+
A transformer-based model for county-level corn yield estimation using
|
| 9 |
+
multi-temporal weekly weather observations and 66 static soil properties.
|
| 10 |
+
It produces yield estimates in bushels per acre at seasonal cutoffs from
|
| 11 |
+
week 20 through week 52, and is packaged as a Hugging Face model for
|
| 12 |
+
deployment through FlexServ.
|
| 13 |
+
componentVersion: "0.1.0"
|
| 14 |
+
targetIcicleRelease: "2026-08"
|
| 15 |
+
|
| 16 |
+
hasDependentComponents:
|
| 17 |
+
- related_to: "FlexServInference:1.4.0"
|
| 18 |
+
relationship_type: "DependsOn"
|
| 19 |
+
|
| 20 |
+
licenseUrl: "https://huggingface.co/ICICLE-AI/yield-estimation/blob/main/LICENSE"
|
| 21 |
+
publicAccess: true
|
| 22 |
+
sourceCodeUrl: "https://huggingface.co/ICICLE-AI/yield-estimation"
|
| 23 |
+
testsWritten: false
|
| 24 |
+
developerDocumentationAvailable: false
|
| 25 |
+
trainingTutorialsAvailable: true
|