Datasets:
Rename P3D -> TCF (3D turbulent channel flow)
Browse files- README.md +7 -7
- TCF/rotated/TCF_test_metadata.npy +3 -0
- TCF/rotated/sim0_data_test_rot_x_180.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_270_y_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_270_y_90.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_270_z_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_270_z_90.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_90.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_90_y_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_90_y_90.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_90_z_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_x_90_z_90.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_y_180.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_y_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_y_270_z_180.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_y_90.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_y_90_z_180.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_z_180.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_z_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_z_270_x_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_z_270_x_90.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_z_90.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_z_90_x_270.h5 +3 -0
- TCF/rotated/sim0_data_test_rot_z_90_x_90.h5 +3 -0
- TCF/sim0_data_test.h5 +3 -0
- TCF/sim0_data_train.h5 +3 -0
README.md
CHANGED
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@@ -30,7 +30,7 @@ We provide three benchmark datasets spanning 2D and 3D physics simulations:
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|---------|------|---------------|----------|-------------------|--------|
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| **KF2D** | 2D Kolmogorov Flow | 2D | 2 (velocity) | 160×160 | [APEBench](https://github.com/Ceyron/apebench) |
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| **MHD_64** | 3D Magnetohydrodynamics | 3D | 7 (density + velocity + magnetic) | 64×64×64 | [The Well](https://github.com/PolymathicAI/the_well) |
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-
| **
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---
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---
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##
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**Physical scenario:** Direct numerical simulation (DNS) of incompressible turbulent flow in a 3D periodic channel. The simulation resolves velocity and pressure fields at high resolution.
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| File | Shape (velocity) | Shape (pressure) | Size | Description |
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|------|-------------------|-------------------|------|-------------|
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-
| `
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| `
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### HDF5 Structure
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magnetic = f["t1_fields/magnetic_field"][:] # (5, 100, 64, 64, 64, 3)
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density = f["t0_fields/density"][:] # (5, 100, 64, 64, 64)
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# ===
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with h5py.File("Dataset/
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velocity = f["velocity"][:] # (1, 180, 3, 96, 96, 96)
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pressure = f["pressure"][:] # (1, 180, 1, 96, 96, 96)
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```
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- **KF2D**: Generated using the [APEBench](https://github.com/Ceyron/apebench) benchmark framework
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- **MHD_64**: Subset from [The Well](https://github.com/PolymathicAI/the_well) benchmark
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-
- **
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|---------|------|---------------|----------|-------------------|--------|
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| **KF2D** | 2D Kolmogorov Flow | 2D | 2 (velocity) | 160×160 | [APEBench](https://github.com/Ceyron/apebench) |
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| **MHD_64** | 3D Magnetohydrodynamics | 3D | 7 (density + velocity + magnetic) | 64×64×64 | [The Well](https://github.com/PolymathicAI/the_well) |
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+
| **TCF** | 3D Turbulent Channel Flow | 3D | 4 (velocity + pressure) | 96×96×96 | DNS Simulation |
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---
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---
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+
## TCF — 3D Turbulent Channel Flow
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**Physical scenario:** Direct numerical simulation (DNS) of incompressible turbulent flow in a 3D periodic channel. The simulation resolves velocity and pressure fields at high resolution.
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| File | Shape (velocity) | Shape (pressure) | Size | Description |
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|------|-------------------|-------------------|------|-------------|
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| `TCF/sim0_data_train.h5` | `(1, 180, 3, 96, 96, 96)` | `(1, 180, 1, 96, 96, 96)` | ~1.4 GB | Training |
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| `TCF/sim0_data_test.h5` | `(1, 20, 3, 96, 96, 96)` | `(1, 20, 1, 96, 96, 96)` | ~157 MB | Test |
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### HDF5 Structure
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magnetic = f["t1_fields/magnetic_field"][:] # (5, 100, 64, 64, 64, 3)
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density = f["t0_fields/density"][:] # (5, 100, 64, 64, 64)
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# === TCF ===
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with h5py.File("Dataset/TCF/sim0_data_train.h5", "r") as f:
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velocity = f["velocity"][:] # (1, 180, 3, 96, 96, 96)
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pressure = f["pressure"][:] # (1, 180, 1, 96, 96, 96)
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```
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- **KF2D**: Generated using the [APEBench](https://github.com/Ceyron/apebench) benchmark framework
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- **MHD_64**: Subset from [The Well](https://github.com/PolymathicAI/the_well) benchmark
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- **TCF**: Direct numerical simulation data
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TCF/rotated/TCF_test_metadata.npy
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