From 242fb177a09fe3f3bcfdf121cae2a104e4fc0431 Mon Sep 17 00:00:00 2001 From: jacobsvennevik <87362637+jacobsvennevik@users.noreply.github.com> Date: Wed, 22 Apr 2026 07:49:47 +0100 Subject: [PATCH 1/2] Used defult_factory for mutable dataclass defults --- made/manifolds.py | 78 +++++++++++++++++++++++++++++------------------ made/qan.py | 16 +++++----- 2 files changed, 57 insertions(+), 37 deletions(-) diff --git a/made/manifolds.py b/made/manifolds.py index 8e67956..9b936b4 100644 --- a/made/manifolds.py +++ b/made/manifolds.py @@ -5,7 +5,7 @@ parameter space, and metric for computing distances. """ -from dataclasses import dataclass +from dataclasses import dataclass, field import matplotlib.pyplot as plt import numpy as np @@ -274,10 +274,12 @@ class Line(AbstractManifold): """ dim: int = 1 - parameter_space: ParameterSpace = ParameterSpace( - [Range(0, 10, periodic=False)] + parameter_space: ParameterSpace = field( + default_factory=lambda: ParameterSpace( + [Range(0, 10, periodic=False)] + ) ) - metric: Metric = Euclidean(dim) + metric: Metric = field(default_factory=lambda: Euclidean(1)) # ----------------------------------- ring ---------------------------------- # @@ -289,10 +291,14 @@ class Ring(AbstractManifold): """ dim: int = 1 - parameter_space: ParameterSpace = ParameterSpace( - [Range(0, 2 * np.pi, periodic=True)] + parameter_space: ParameterSpace = field( + default_factory=lambda: ParameterSpace( + [Range(0, 2 * np.pi, periodic=True)] + ) + ) + metric: Metric = field( + default_factory=lambda: PeriodicEuclidean(1, periodic=[True]) ) - metric: Metric = PeriodicEuclidean(dim, periodic=[True]) # ----------------------------------- plane ---------------------------------- # @@ -304,10 +310,12 @@ class Plane(AbstractManifold): """ dim: int = 2 - parameter_space: ParameterSpace = ParameterSpace( - [Range(0, 2.5, periodic=False), Range(0, 2.5, periodic=False)] + parameter_space: ParameterSpace = field( + default_factory=lambda: ParameterSpace( + [Range(0, 2.5, periodic=False), Range(0, 2.5, periodic=False)] + ) ) - metric: Metric = Euclidean(dim) + metric: Metric = field(default_factory=lambda: Euclidean(2)) # --------------------------------- cylinder --------------------------------- # @@ -319,10 +327,14 @@ class Cylinder(AbstractManifold): """ dim: int = 2 - parameter_space: ParameterSpace = ParameterSpace( - [Range(0, 3, periodic=False), Range(0, 2 * np.pi, periodic=True)] + parameter_space: ParameterSpace = field( + default_factory=lambda: ParameterSpace( + [Range(0, 3, periodic=False), Range(0, 2 * np.pi, periodic=True)] + ) + ) + metric: Metric = field( + default_factory=lambda: PeriodicEuclidean(2, periodic=[False, True]) ) - metric: Metric = PeriodicEuclidean(dim, periodic=[False, True]) # ----------------------------------- torus ---------------------------------- # @@ -334,13 +346,17 @@ class Torus(AbstractManifold): """ dim: int = 2 - parameter_space: ParameterSpace = ParameterSpace( - [ - Range(0, 2 * np.pi, periodic=True), - Range(0, 2 * np.pi, periodic=True), - ] + parameter_space: ParameterSpace = field( + default_factory=lambda: ParameterSpace( + [ + Range(0, 2 * np.pi, periodic=True), + Range(0, 2 * np.pi, periodic=True), + ] + ) + ) + metric: Metric = field( + default_factory=lambda: PeriodicEuclidean(2, periodic=[True, True]) ) - metric: Metric = PeriodicEuclidean(dim, periodic=[True, True]) # --------------------------------- mobius band --------------------------------- # @@ -353,10 +369,12 @@ class MobiusBand(AbstractManifold): """ dim: int = 2 - parameter_space: ParameterSpace = ParameterSpace( - [Range(-2, 2, periodic=False), Range(0, 2 * np.pi, periodic=True)] + parameter_space: ParameterSpace = field( + default_factory=lambda: ParameterSpace( + [Range(-2, 2, periodic=False), Range(0, 2 * np.pi, periodic=True)] + ) ) - metric: Metric = MobiusEuclidean(T=2.0) + metric: Metric = field(default_factory=lambda: MobiusEuclidean(T=2.0)) # ---------------------------------- sphere ---------------------------------- # @@ -368,14 +386,16 @@ class Sphere(AbstractManifold): """ dim: int = 3 - parameter_space: ParameterSpace = SphereParameterSpace( - [ - Range(-1, 1, periodic=False), - Range(-1, 1, periodic=False), - Range(-1, 1, periodic=False), - ] + parameter_space: ParameterSpace = field( + default_factory=lambda: SphereParameterSpace( + [ + Range(-1, 1, periodic=False), + Range(-1, 1, periodic=False), + Range(-1, 1, periodic=False), + ] + ) ) - metric: Metric = SphericalDistance(dim) + metric: Metric = field(default_factory=lambda: SphericalDistance(3)) # Dictionary of padding values for different manifold types diff --git a/made/qan.py b/made/qan.py index 5c99a5d..66abf2b 100644 --- a/made/qan.py +++ b/made/qan.py @@ -1,5 +1,5 @@ import numpy as np -from dataclasses import dataclass +from dataclasses import dataclass, field from made.manifolds import AbstractManifold from made import manifolds @@ -121,7 +121,7 @@ class LineQAN(QAN): The network uses two offset CANs to track movement along the line. """ - manifold: AbstractManifold = manifolds.Line() + manifold: AbstractManifold = field(default_factory=manifolds.Line) spacing: float = 0.075 # Spacing between neurons alpha: float = 3 # Sharpness of neural tuning curves sigma: float = 1 # Width of neural tuning curves @@ -218,7 +218,7 @@ class RingQAN(QAN): Handles periodic boundary conditions at 0 and 2π. """ - manifold: AbstractManifold = manifolds.Ring() + manifold: AbstractManifold = field(default_factory=manifolds.Ring) spacing: float = 0.075 alpha: float = 3 sigma: float = 1 @@ -330,7 +330,7 @@ class PlaneQAN(QAN): x and y directions independently. """ - manifold: AbstractManifold = manifolds.Plane() + manifold: AbstractManifold = field(default_factory=manifolds.Plane) spacing: float = 0.065 alpha: float = 3 sigma: float = 1 @@ -425,7 +425,7 @@ def compute_can_input( # ----------------------------------- Torus ---------------------------------- # @dataclass class TorusQAN(QAN): - manifold: AbstractManifold = manifolds.Torus() + manifold: AbstractManifold = field(default_factory=manifolds.Torus) spacing: float = 0.2 alpha: float = 2.5 sigma: float = 2 @@ -500,7 +500,7 @@ class CylinderQAN(QAN): and around the circumference. Handles periodic boundary conditions in the angular dimension. """ - manifold: AbstractManifold = manifolds.Cylinder() + manifold: AbstractManifold = field(default_factory=manifolds.Cylinder) spacing: float = 0.2 alpha: float = 2 sigma: float = 1 @@ -617,7 +617,7 @@ class MobiusBandQAN(QAN): height flip when completing a full rotation. """ - manifold: AbstractManifold = manifolds.MobiusBand() + manifold: AbstractManifold = field(default_factory=manifolds.MobiusBand) spacing: float = 0.15 alpha: float = 2 sigma: float = 2 @@ -737,7 +737,7 @@ class SphereQAN(QAN): in the tangent space of the sphere. 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", 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", 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" ] @@ -40,6 +72,10 @@ "source": [ "m = manifolds.Torus()\n", "\n", + "\n", + "print(m)\n", + "print(type(m))\n", + "\n", "# define a sample point\n", "if not isinstance(m, manifolds.Sphere):\n", " # manually set coordinates\n", @@ -65,27 +101,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CAN(spacing=0.2, N neurons=640)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "can = CAN.default(topology='MobiusBand')\n", "print(can)\n", @@ -102,20 +120,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "if isinstance(can.manifold, manifolds.Sphere):\n", " idx = np.random.randint(0, 99)\n", @@ -141,7 +148,7 @@ ], "metadata": { "kernelspec": { - "display_name": "omen", + "display_name": "base", "language": "python", "name": "python3" }, @@ -155,7 +162,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.11" } }, "nbformat": 4, diff --git a/made/visuals.py b/made/visuals.py index 1d21cfb..5f88251 100644 --- a/made/visuals.py +++ b/made/visuals.py @@ -293,6 +293,7 @@ def visualize_manifold( Returns: fig, ax: The matplotlib figure and axes with the plot """ + if mfld.dim == 1: f, ax = plt.subplots() mfld.visualize(ax)