Upload folder using huggingface_hub
Browse files- README.md +45 -3
- model.safetensors +3 -0
- model_config.yaml +4 -0
README.md
CHANGED
|
@@ -1,3 +1,45 @@
|
|
| 1 |
-
---
|
| 2 |
-
|
| 3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language: en
|
| 3 |
+
license: mit
|
| 4 |
+
library_name: pytorch
|
| 5 |
+
---
|
| 6 |
+
|
| 7 |
+
|
| 8 |
+
# Cloudcasting
|
| 9 |
+
|
| 10 |
+
## Model Description
|
| 11 |
+
|
| 12 |
+
<!-- Provide a longer summary of what this model is/does. -->
|
| 13 |
+
This model is trained to predict future frames of satellite data from past frames. It takes 3 hours
|
| 14 |
+
of recent satellkite imagery at 15 minute intervals and predicts 3 hours into the future also at
|
| 15 |
+
15 minute intervals. The satellite inputs and predictions are multispectral with 11 channels.
|
| 16 |
+
|
| 17 |
+
|
| 18 |
+
See [1] for the repo used to train the model.
|
| 19 |
+
|
| 20 |
+
- **Developed by:** Open Climate Fix and the Alan Turing Institute
|
| 21 |
+
- **License:** mit
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
# Training Details
|
| 25 |
+
|
| 26 |
+
## Data
|
| 27 |
+
|
| 28 |
+
<!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
|
| 29 |
+
This was trained on EUMETSAT satellite imagery derived from the data stored in [this google public
|
| 30 |
+
dataset](https://console.cloud.google.com/marketplace/product/bigquery-public-data/eumetsat-seviri-rss?hl=en-GB&inv=1&invt=AbniZA&project=solar-pv-nowcasting&pli=1).
|
| 31 |
+
|
| 32 |
+
The data was processed using the protocol in [2]
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
## Results
|
| 37 |
+
|
| 38 |
+
The training logs for the current model can be found here:
|
| 39 |
+
- https://wandb.ai/openclimatefix/sat_pred/runs/ob9v9128
|
| 40 |
+
|
| 41 |
+
|
| 42 |
+
### Software
|
| 43 |
+
|
| 44 |
+
- [1] https://github.com/openclimatefix/sat_pred
|
| 45 |
+
- [2] https://github.com/alan-turing-institute/cloudcasting
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cc35b136a9b0383cc989af09f3b370693a5a147835132282d9086af9e1579e8e
|
| 3 |
+
size 55940132
|
model_config.yaml
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
_target_: sat_pred.models.simvp_model.SimVP
|
| 2 |
+
forecast_len: 12
|
| 3 |
+
history_len: 12
|
| 4 |
+
num_channels: 11
|