diff --git a/pde_test_seed_126188.yaml b/pde_test_seed_126188.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_126188.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_142003.yaml b/pde_test_seed_142003.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_142003.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_153164.yaml b/pde_test_seed_153164.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_153164.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_234361.yaml b/pde_test_seed_234361.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_234361.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_349940.yaml b/pde_test_seed_349940.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_349940.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_403121.yaml b/pde_test_seed_403121.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_403121.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_429673.yaml b/pde_test_seed_429673.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_429673.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_433043.yaml b/pde_test_seed_433043.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_433043.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_445536.yaml b/pde_test_seed_445536.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_445536.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_453345.yaml b/pde_test_seed_453345.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_453345.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_495919.yaml b/pde_test_seed_495919.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_495919.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_509478.yaml b/pde_test_seed_509478.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_509478.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_515976.yaml b/pde_test_seed_515976.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_515976.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_585498.yaml b/pde_test_seed_585498.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_585498.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_588319.yaml b/pde_test_seed_588319.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_588319.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_597535.yaml b/pde_test_seed_597535.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_597535.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_597761.yaml b/pde_test_seed_597761.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_597761.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_61891.yaml b/pde_test_seed_61891.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_61891.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_666497.yaml b/pde_test_seed_666497.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_666497.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_766053.yaml b/pde_test_seed_766053.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_766053.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_772145.yaml b/pde_test_seed_772145.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_772145.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_788627.yaml b/pde_test_seed_788627.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_788627.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_792079.yaml b/pde_test_seed_792079.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_792079.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_795833.yaml b/pde_test_seed_795833.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_795833.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_856942.yaml b/pde_test_seed_856942.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_856942.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_857366.yaml b/pde_test_seed_857366.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_857366.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_874847.yaml b/pde_test_seed_874847.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_874847.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_901348.yaml b/pde_test_seed_901348.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_901348.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_946091.yaml b/pde_test_seed_946091.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_946091.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_954313.yaml b/pde_test_seed_954313.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_954313.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_97373.yaml b/pde_test_seed_97373.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_97373.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_975433.yaml b/pde_test_seed_975433.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_975433.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_test_seed_991570.yaml b/pde_test_seed_991570.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_test_seed_991570.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_126188.yaml b/pde_train_seed_126188.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_126188.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_142003.yaml b/pde_train_seed_142003.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_142003.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_153164.yaml b/pde_train_seed_153164.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_153164.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_234361.yaml b/pde_train_seed_234361.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_234361.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_349940.yaml b/pde_train_seed_349940.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_349940.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_403121.yaml b/pde_train_seed_403121.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_403121.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_429673.yaml b/pde_train_seed_429673.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_429673.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_433043.yaml b/pde_train_seed_433043.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_433043.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_445536.yaml b/pde_train_seed_445536.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_445536.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_453345.yaml b/pde_train_seed_453345.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_453345.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_509478.yaml b/pde_train_seed_509478.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_509478.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_515976.yaml b/pde_train_seed_515976.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_515976.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_585498.yaml b/pde_train_seed_585498.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_585498.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_588319.yaml b/pde_train_seed_588319.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_588319.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_597535.yaml b/pde_train_seed_597535.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_597535.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_597761.yaml b/pde_train_seed_597761.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_597761.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_61891.yaml b/pde_train_seed_61891.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_61891.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_666497.yaml b/pde_train_seed_666497.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_666497.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
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-  device: cpu
diff --git a/pde_train_seed_766053.yaml b/pde_train_seed_766053.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_766053.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
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-  device: cpu
diff --git a/pde_train_seed_772145.yaml b/pde_train_seed_772145.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_772145.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
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-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
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-  device: cpu
diff --git a/pde_train_seed_788627.yaml b/pde_train_seed_788627.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_788627.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
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-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
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-  device: cpu
diff --git a/pde_train_seed_792079.yaml b/pde_train_seed_792079.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_792079.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
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-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
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-  device: cpu
diff --git a/pde_train_seed_795833.yaml b/pde_train_seed_795833.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_795833.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_856942.yaml b/pde_train_seed_856942.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_856942.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_857366.yaml b/pde_train_seed_857366.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_857366.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_874847.yaml b/pde_train_seed_874847.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_874847.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_901348.yaml b/pde_train_seed_901348.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_901348.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_946091.yaml b/pde_train_seed_946091.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_946091.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_954313.yaml b/pde_train_seed_954313.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_954313.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_97373.yaml b/pde_train_seed_97373.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_97373.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_975433.yaml b/pde_train_seed_975433.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_975433.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_train_seed_991570.yaml b/pde_train_seed_991570.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_train_seed_991570.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_126188.yaml b/pde_valid_seed_126188.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_126188.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_142003.yaml b/pde_valid_seed_142003.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_142003.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_153164.yaml b/pde_valid_seed_153164.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_153164.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_234361.yaml b/pde_valid_seed_234361.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_234361.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_349940.yaml b/pde_valid_seed_349940.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_349940.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_403121.yaml b/pde_valid_seed_403121.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_403121.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_429673.yaml b/pde_valid_seed_429673.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_429673.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_433043.yaml b/pde_valid_seed_433043.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_433043.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_445536.yaml b/pde_valid_seed_445536.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_445536.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_453345.yaml b/pde_valid_seed_453345.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_453345.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_495919.yaml b/pde_valid_seed_495919.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_495919.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_509478.yaml b/pde_valid_seed_509478.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_509478.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_515976.yaml b/pde_valid_seed_515976.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_515976.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_585498.yaml b/pde_valid_seed_585498.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_585498.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_588319.yaml b/pde_valid_seed_588319.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_588319.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_597535.yaml b/pde_valid_seed_597535.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_597535.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_597761.yaml b/pde_valid_seed_597761.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_597761.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_61891.yaml b/pde_valid_seed_61891.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_61891.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_666497.yaml b/pde_valid_seed_666497.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_666497.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_766053.yaml b/pde_valid_seed_766053.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_766053.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_772145.yaml b/pde_valid_seed_772145.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_772145.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_788627.yaml b/pde_valid_seed_788627.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_788627.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_792079.yaml b/pde_valid_seed_792079.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_792079.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_795833.yaml b/pde_valid_seed_795833.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_795833.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_856942.yaml b/pde_valid_seed_856942.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_856942.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_857366.yaml b/pde_valid_seed_857366.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_857366.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_874847.yaml b/pde_valid_seed_874847.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_874847.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_901348.yaml b/pde_valid_seed_901348.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_901348.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_946091.yaml b/pde_valid_seed_946091.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_946091.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_954313.yaml b/pde_valid_seed_954313.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_954313.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_97373.yaml b/pde_valid_seed_97373.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_97373.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_975433.yaml b/pde_valid_seed_975433.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_975433.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu
diff --git a/pde_valid_seed_991570.yaml b/pde_valid_seed_991570.yaml
deleted file mode 100644
index c3750a7c8400d714ef2d5ac423f39328c29bb5e9..0000000000000000000000000000000000000000
--- a/pde_valid_seed_991570.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-class_path: pdedatagen.pde.NavierStokes2D
-init_args:
-  tmin: 18.0
-  tmax: 102.0
-  Lx: 32.0
-  Ly: 32.0
-  nt: 56
-  nx: 128
-  ny: 128
-  skip_nt: 8
-  sample_rate: 1
-  nu: 0.01
-  buoyancy_y: 0.5
-  correction_strength: 1.0
-  force_strength: 1.0
-  force_frequency: 4
-  n_scalar_components: 1
-  n_vector_components: 1
-  device: cpu