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Use cropharvest.bands.BANDS_MAX to normalize data in train.py #28

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merged 5 commits into from
Jul 7, 2022
Merged

Use cropharvest.bands.BANDS_MAX to normalize data in train.py #28

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8d7197c
Use cropharvest.bands.BANDS_MAX to normalize data in train.py
gabrieltseng Jun 13, 2022
cc65422
Merge branch 'main' into normalization
gabrieltseng Jun 13, 2022
a17c547
Fix merge conflicts
gabrieltseng Jun 16, 2022
ab61631
Update import ordering
gabrieltseng Jun 16, 2022
3bb1c59
Bump cropharvest version
gabrieltseng Jun 20, 2022
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3 changes: 2 additions & 1 deletion openmapflow/templates/train.py
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Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@
import pandas as pd
import torch
import yaml
from cropharvest.bands import BANDS_MAX
from datasets import datasets
from sklearn.metrics import (
ConfusionMatrixDisplay,
Expand Down Expand Up @@ -85,7 +86,7 @@ def __init__(self):

def forward(self, x):
with torch.no_grad():
x = x * 1e-4 # TODO Fix
x = x / torch.tensor(BANDS_MAX)
x = x.transpose(2, 1)
x = self.model(x).squeeze(dim=1)
x = torch.sigmoid(x)
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2 changes: 1 addition & 1 deletion setup.py
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Expand Up @@ -36,7 +36,7 @@
scripts=["openmapflow/scripts/openmapflow", "openmapflow/scripts/deploy.sh"],
install_requires=[
"cmocean",
"cropharvest>=0.3.0",
"cropharvest>=0.4.0",
"dvc[gdrive]>=2.10.1",
"earthengine-api",
"h5py>=3.1.0,!=3.7.0",
Expand Down