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machine-learning
AMBS
Commits
707cb6ef
Commit
707cb6ef
authored
5 years ago
by
Bing Gong
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update readme
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707cb6ef
...
@@ -41,29 +41,33 @@ cd env_setup
...
@@ -41,29 +41,33 @@ cd env_setup
## Data Extraction
## Data Extraction
[Workflow project](https://gitlab.version.fz-juelich.de/gong1/workflow_parallel_frame_prediction)
## Data Preprocessing
```bash
```bash
cd workflow_video_prediction/DataExtraction
cd
../
workflow_video_prediction/DataExtraction
python mpi_stager_v2.py
python mpi_stager_v2.py
--source_dir <input_dir1> --destination_dir <output_dir1>
```
```
## Data Preprocessing
```bash
```bash
bash data/download_and_preprocess_dataset_era5.sh --data era5 --input_dir /splits --output_dir <data/era5>
cd ../workflow_video_prediction/DataPreprocess
python mpi_stager_v2_process_netCDF.py --source_dir <output_dir1> --destination_dir <output_dir2>
```
```
## Training
```python
video_prediction/datasets/era5_dataset_v2.py <output_dir2/splits> <output_dir3>
```
```python
python scripts/train_v2.py --input_dir <output_dir3> --dataset era5 --model <savp> --model_hparams_dict hparams/kth/ours_savp/model_hparams.json --output_dir <logs/era5/ours_savp>
```
## Postprocessing
## Postprocessing
### Prediction Generator
### Model Evaluation
### Model Evaluation

#
# End-to-End run the entire workflow
# End-to-End run the entire workflow
```bash
```bash
cd bash
cd bash
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@@ -71,18 +75,3 @@ cd bash
...
@@ -71,18 +75,3 @@ cd bash
``
`
``
`
### Download data
- Download the ERA5 data (.hkl) from the output of DataPreprocess in the [Workflow project](https://gitlab.version.fz-juelich.de/gong1/workflow_parallel_frame_prediction)
### Model Training for ERA5 data
```python
python scripts/train_v2.py --input_dir data/era5 --dataset era5 --model savp --model_hparams_dict hparams/kth/ours_savp/model_hparams.json --output_dir logs/era5/ours_savp
``
`
### Model Evaluation

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