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diff --git a/Codes/flownet2/src/flownet_css/train.py b/Codes/flownet2/src/flownet_css/train.py
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+++ b/Codes/flownet2/src/flownet_css/train.py
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+from ..dataloader import load_batch
+from ..dataset_configs import FLYING_CHAIRS_DATASET_CONFIG
+from ..training_schedules import LONG_SCHEDULE
+from .flownet_css import FlowNetCSS
+
+# Create a new network
+net = FlowNetCSS()
+
+# Load a batch of data
+input_a, input_b, flow = load_batch(FLYING_CHAIRS_DATASET_CONFIG, 'sample', net.global_step)
+
+# Train on the data
+net.train(
+    log_dir='./logs/flownet_css',
+    training_schedule=LONG_SCHEDULE,
+    input_a=input_a,
+    input_b=input_b,
+    flow=flow,
+    # Load trained weights for CS part of network
+    checkpoints={
+        './checkpoints/FlowNetCS/flownet-CS.ckpt-0': ('FlowNetCSS/FlowNetCS', 'FlowNetCSS')}
+)