Pre-trained Checkpoint Files
December 12, 2020 ยท View on GitHub
The table below documents all the deepGEFF models that have been trained to predict the target output variable, FWI-Reanalysis. Checkpoint files for these pre-trained models are hosted on a Google Bucket and can be downloaded by running the command:
gsutil cp gs://deepgeff-models-v0/pre-trained_models/{Input Days}_{Output Days}/{Run ID}/{Checkpoint file name} .
| Run ID | Checkpoint file name | Output Days | Input Variables | Months | Input Days | Preprocessing | Epochs | Accuracy |
|---|---|---|---|---|---|---|---|---|
| 1ltufud2 | 1ltufud2_94_100.ckpt | 10 | T2, TP, RH, WSpeed | 12 | 4 | - Box-cox transformation | 100 | 1ltufud2_acc.png |
| 162eu91w | 162eu91w_87_100.ckpt | 10 | T2, TP, RH, WSpeed | 12 | 4 | - Undersampling for FWI < 10 - Box-cox transformation | 100 | 162eu91w_acc.png |
| 32jafd0h | 32jafd0h_84_100.ckpt | 10 | T2, TP, RH, WSpeed | 12 | 4 | - Class-Balanced Loss - Box-cox transformation | 100 | 32jafd0h_acc.png |
| 9x14d9sv | 9x14d9sv_94_100.ckpt | 10 | T2, TP, RH, WSpeed | 12 | 4 | - Class-Balanced Loss - Undersampling for FWI < 10 - Box-cox transformation | 100 | 9x14d9sv_acc.png |
| g43pv0ng | g43pv0ng_28_30.ckpt | 10 | T2, TP, RH, WSpeed, SKT | 4 | 4 | - Box-cox transformation | 30 | g43pv0ng_acc.png |
| 2arincwa | 2arincwa_29_100.ckpt | 10 | T2, TP, RH, WSpeed, LAI | 4 | 4 | - Box-cox transformation | 30 | 2arincwa_acc.png |
| lclnszrv | lclnszrv_29_100.ckpt | 10 | T2, TP, RH, WSpeed, SWVL1 | 4 | 4 | - Box-cox transformation | 30 | lclnszrv_acc.png |
| 120ecc0k | 120ecc0k_29_30.ckpt | 10 | T2, TP, RH, WSpeed | 4 | 4 | - Box-cox transformation | 30 | 120ecc0k_acc.png |
| 3c5dj0kl | 3c5dj0kl_27_30.ckpt | 1 | T2, TP, RH, WSpeed | 4 | 2 | - Box-cox transformation | 30 | 3c5dj0kl_acc.png |
| 2ja63rwe | 2ja63rwe_29_30.ckpt | 1 | T2, TP, RH, WSpeed, SKT | 4 | 2 | - Box-cox transformation | 30 | 2ja63rwe_acc.png |
| 3npb5bmq | 3npb5bmq_26_30.ckpt | 1 | T2, TP, RH, WSpeed, SWVL1 | 4 | 2 | - Box-cox transformation | 30 | 3npb5bmq_acc.png |
| ij6k1cji | ij6k1cji_29_30.ckpt | 1 | T2, TP, RH, WSpeed, LAI | 4 | 2 | - Box-cox transformation | 30 | ij6k1cji_acc.png |
| 3d3qbavv | 3d3qbavv_29_30.ckpt | 14 | T2, TP, RH, WSpeed | 3 | 4 | - Box-cox transformation | 30 | 3d3qbavv_acc.png |
| 2y0w8svj | 2y0w8svj_28_30.ckpt | 14 | T2, TP, RH, WSpeed, SWVL1 | 3 | 4 | - Box-cox transformation | 30 | 2y0w8svj_acc.png |
| 14c0co74 | 14c0co74_29_30.ckpt | 14 | T2, TP, RH, WSpeed, SKT | 3 | 4 | - Box-cox transformation | 30 | 14c0co74_acc.png |
| voh3uyh2 | voh3uyh2_29_30.ckpt | 14 | T2, TP, RH, WSpeed, LAI | 3 | 4 | - Box-cox transformation | 30 | voh3uyh2_acc.png |
| 28ow10nu | 28ow10nu_28_30.ckpt | 14 | T2, TP, RH, WSpeed, SWVL1 | 3 | 4 | - Undersampling for FWI < 10 - Box-cox transformation | 30 | 28ow10nu_acc.png |
| 1gt9ov43 | 1gt9ov43_28_30.ckpt | 14 | T2, TP, RH, WSpeed, SKT | 3 | 4 | - Undersampling for FWI < 10 - Box-cox transformation | 30 | 1gt9ov43_acc.png |
| 9jqbn6jt | 9jqbn6jt_27_30.ckpt | 14 | T2, TP, RH, WSpeed, LAI | 3 | 4 | - Undersampling for FWI < 10 - Box-cox transformation | 30 | 9jqbn6jt_acc.png |
| f1nbkzcf | f1nbkzcf_28_30.ckpt | 14 | T2, TP, RH, WSpeed, SWVL1 | 3 | 4 | - Class-Balanced Loss - Undersampling for FWI < 10 - Box-cox transformation | 30 | f1nbkzcf_acc.png |
| 23xhuo2a | 23xhuo2a_28_30.ckpt | 14 | T2, TP, RH, WSpeed, SKT | 3 | 4 | - Class-Balanced Loss - Undersampling for FWI < 10 - Box-cox transformation | 30 | 23xhuo2a_acc.png |
| 7rwrvsic | 7rwrvsic_29_30.ckpt | 14 | T2, TP, RH, WSpeed, LAI | 3 | 4 | - Class-Balanced Loss - Undersampling for FWI < 10 - Box-cox transformation | 30 | 7rwrvsic_acc.png |
| r44sa1l2 | r44sa1l2_27_30.ckpt | 14 | T2, TP, RH, WSpeed, SKT | 4 | 4 | - Class-Balanced Loss - Undersampling for FWI < 10 - Box-cox transformation | 30 | r44sa1l2_acc.png |
| 3txa61f4 | 3txa61f4_58_60.ckpt | 14 | T2, TP, RH, WSpeed, SKT | 3 | 4 | - Class-Balanced Loss - Undersampling for FWI < 10 - Box-cox transformation | 60 | 3txa61f4_acc.png |
| 3b4w0acj | 3b4w0acj_28_30.ckpt | 14 | T2, TP, RH, WSpeed, SKT | 5 | 4 | - Class-Balanced Loss - Undersampling for FWI < 10 - Box-cox transformation | 30 | 3b4w0acj_acc.png |
| 1ga5loax | 1ga5loax_59_60.ckpt | 14 | T2, TP, RH, WSpeed | 3 | 4 | - Class-Balanced Loss - Undersampling for FWI < 10 - Box-cox transformation | 60 | 1ga5loax_acc.png |
| 2tcenlrp | 2tcenlrp_29_30.ckpt | 21 | T2, TP, RH, WSpeed | 6 | 7 | - Box-cox transformation | 30 | 2tcenlrp_acc.png |
