[data] add dataset builder for simple regression data

diff --git a/complexity_regularizer/__init__.py b/complexity_regularizer/__init__.py
new file mode 100644 (file)
index 0000000..e69de29

diff --git a/complexity_regularizer/dataset_builder.py b/complexity_regularizer/dataset_builder.py
new file mode 100644 (file)
index 0000000..f34271a
--- /dev/null
+++ b/complexity_regularizer/dataset_builder.py
@@ -0,0 +1,36 @@
+import torch
+from torch.utils.data import TensorDataset
+from typing import Optional
+
+
+def create_regression_data(n_samples: int, n_latents: int, noise_factor: float, model_degree: Optional[int]) -> TensorDataset:
+    """
+    Creates a torch.utils.data.TensorDataset with pairs (X, y)
+    y is a scalar generated by a nth degree polynomial (n_latents)
+    Args:
+        n_samples (int): number of samples to generate for the dataset
+        n_latents (int): the degree of the true data-generating process.
+        noise (float): Amount of noise to add to y
+        model_degree (Optional[int]): the degree of the hypothesis class.
+    Returns:
+        TensorDataset
+    """
+    points: torch.Tensor = torch.linspace(0, 1, n_samples)
+    latents: torch.Tensor = torch.stack([points.pow(i) for i in range(n_latents + 1)], dim=1)
+    coefficients: torch.Tensor = torch.randn(n_latents + 1)
+    noise_term: torch.Tensor = torch.randn(n_samples) * noise_factor
+    y: torch.Tensor = (latents @ coefficients) + noise_term
+
+    if model_degree is None or n_latents == model_degree: 
+        X = latents
+    else:
+        X: torch.Tensor = torch.stack([points.pow(i) for i in range(model_degree + 1)], dim=1)
+
+    return TensorDataset(X, y)
+
+def main() -> None:
+    create_regression_data(3, 3, 0.02, None)
+
+
+if __name__ == "__main__":
+    main()

diff --git a/main.py b/main.py
deleted file mode 100644 (file)
index 858bde2..0000000
--- a/main.py
+++ /dev/null
@@ -1,6 +0,0 @@
-def main():
-    print("Hello from complexity-regularizer!")
-
-
-if __name__ == "__main__":
-    main()

diff --git a/pyproject.toml b/pyproject.toml
index b7035d85089da75e0380cbce0d9810eaf3f054c7..b0c638e8893bd34b08c6de265c89d754a02900d2 100644 (file)
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,4 +4,17 @@ version = "0.1.0"
 description = "Add your description here"
 readme = "README.md"
 requires-python = ">=3.13"
-dependencies = []
+dependencies = [
+    "numpy>=2.3.4",
+    "torch>=2.9.0",
+]
+
+[dependency-groups]
+dev = [
+    "pyrefly>=0.37.0",
+    "pytest>=8.4.2",
+    "ruff>=0.14.0",
+]
+
+[tool.pyrefly]
+typeCheckingMode = "basic"

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new file mode 100644 (file)
index 0000000..655b89d
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