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data/.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
+1/pressure_field_mesh.vtk filter=lfs diff=lfs merge=lfs -text
+1/streamlines_mesh.ply filter=lfs diff=lfs merge=lfs -text
+2/pressure_field_mesh.vtk filter=lfs diff=lfs merge=lfs -text
+2/streamlines_mesh.ply filter=lfs diff=lfs merge=lfs -text

data/test/1/coeff.json

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+{"Moment": 0.4432577, "Drag": 0.9018756, "Lift": 0.4542572, "Front Lift": 0.6703862, "Rear Lift": -0.2161291}

data/test/1/input.json

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+{"task_id": "kcnn2x2kinv6kvq9s2kbhs16i", "object_file": "image_1.obj", "wind_speed": 44, "rotate_angle": 304, "num_iterations": 300, "resolution": 5, "status_code": 202, "submission_time": "2024-06-20 15:53:41", "current_time": "2024-06-20 15:53:46"}

data/test/1/pressure_field_mesh.vtk

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data/test/1/streamlines_mesh.ply

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data/test/2/coeff.json

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data/test/2/input.json

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data/test/2/pressure_field_mesh.vtk

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data/test/2/streamlines_mesh.ply

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data/train/1/coeff.json

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data/train/1/input.json

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+{"task_id": "kcnn2x2kinv6kvq9s2kbhs16i", "object_file": "image_1.obj", "wind_speed": 44, "rotate_angle": 304, "num_iterations": 300, "resolution": 5, "status_code": 202, "submission_time": "2024-06-20 15:53:41", "current_time": "2024-06-20 15:53:46"}

data/train/1/pressure_field_mesh.vtk

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data/train/1/streamlines_mesh.ply

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data/train/2/coeff.json

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data/train/2/input.json

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data/train/2/pressure_field_mesh.vtk

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data/train/2/streamlines_mesh.ply

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data/validation/1/coeff.json

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data/validation/1/input.json

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data/validation/1/pressure_field_mesh.vtk

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data/validation/1/streamlines_mesh.ply

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data/validation/2/coeff.json

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data/validation/2/input.json

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data/validation/2/pressure_field_mesh.vtk

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data/validation/2/streamlines_mesh.ply

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windtunnel.py

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+import json
+import os
+import datasets
+
+
+class WindtunnelDataset(datasets.GeneratorBasedBuilder):
+    """Dataset for loading simulation data with JSON and mesh files"""
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            features=datasets.Features(
+                {
+                    "coeff": datasets.Value("binary"),  # JSON file as a dictionary
+                    "input": datasets.Value("binary"),  # JSON file as a dictionary
+                    "input_mesh": datasets.Value("binary"),  # OBJ mesh file as binary
+                    "openfoam_mesh": datasets.Value(
+                        "binary"
+                    ),  # OBJ mesh file as binary
+                    "pressure_field_mesh": datasets.Value(
+                        "binary"
+                    ),  # VTK file as binary
+                    "streamlines_mesh": datasets.Value("binary"),  # PLY file as binary
+                }
+            ),
+            homepage="https://inductiva.ai",
+        )
+
+    def _split_generators(self, dl_manager):
+        """Define the splits for the dataset."""
+        train_dir = "train"
+        val_dir = "validation"
+        test_dir = "test"
+        return [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN, gen_kwargs={"path": train_dir}
+            ),
+            datasets.SplitGenerator(
+                name=datasets.Split.VALIDATION,
+                gen_kwargs={"path": val_dir},
+            ),
+            datasets.SplitGenerator(
+                name=datasets.Split.TEST,
+                gen_kwargs={"path": test_dir},
+            ),
+        ]
+
+    def _generate_examples(self, path):
+        """Generate examples for each split."""
+        id = 0
+        for root, dirs, files in os.walk(path):
+            for file in files:
+                yield (
+                    id,
+                    {
+                        "label": id,
+                    },
+                )
+                id += 1