From 582089aed1694d80c95795f56df084925fe77f83 Mon Sep 17 00:00:00 2001 From: Lars Bogner Date: Mon, 8 Sep 2025 16:03:38 +0200 Subject: [PATCH] Move Gradient Descent to a Class based architecture to make use of inheritance and precomputations. --- .pre-commit-config.yaml | 7 + figures/data_scatter.png | Bin 330131 -> 311525 bytes figures/gradient_descent_convergence.pdf | Bin 167590 -> 167534 bytes figures/ols_mse_r2.pdf | Bin 172667 -> 172640 bytes figures/ols_parameter_plot.pdf | Bin 205008 -> 204996 bytes figures/ridge_mse_r2.pdf | Bin 172667 -> 172506 bytes figures/ridge_mse_r2_lambda.pdf | Bin 234700 -> 234721 bytes figures/ridge_parameter_plot.pdf | Bin 202523 -> 202849 bytes src/main.ipynb | 218 +++++++---------------- src/optimizers.py | 115 +++++++++--- 10 files changed, 160 insertions(+), 180 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 2beb4c0..cfe2962 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -22,3 +22,10 @@ repos: - --ignore-missing-imports - . + # Strip Jupyter outputs + - repo: https://github.com/kynan/nbstripout + rev: 0.7.1 + hooks: + - id: nbstripout + name: Strip Jupyter notebook outputs + files: \.ipynb$ \ No newline at end of file diff --git a/figures/data_scatter.png b/figures/data_scatter.png index 1cb380a89e2405c54244b7ad963a3889b23018df..b85489b0c4e3b1e8e61f2b12d95ebd10ffccfb60 100644 GIT binary patch literal 311525 zcmeFZbyQT{+dn*jf*_%SN`ulR0@7{LAl)e4B_TtX+;oFvDloVmD<@7`=W0?Hp^OD;Q0rEj$C=v;8eOH0(oa>ZC98|bJ zgw5N(vw7I2J)>^hp!4{n>Y(^%Q6!f~MUopFMrUCQX;`K~_wxR^ z@jraITm-g+@K$xtz01q-tjl~Jlit%t@w0ljZCwMGu~!+slIQDrl!Er@Rq&wSQt&`J zOZUCob|gMI+ubDfqNl-)c#=PN7L$$bJtHF{@dsZqMQ>xz-NkzTg{8yuMCsIX=rd31 z)As=m@Ob5liVA$+Xj<`BOC-%@?!Vvf`iWe`gV9_(|L5UV@(0sTe$u=(CX<@KiH!yC z^4I^*Z2x04$-2(zO`IQX5Qysk`^Z~&{uBOQ1%V#@D;1TO|NWLd(2E8)BY3luiG*d564iQEe6 z^7qRAKT8gfg2^LRKBJtNPsMJoW)Ni+>l$`uN5z0L1+H_&t8^ zcjuoA(Es&T0RT4qeyeF}7REBXVZI<*#sSnQd+vJ9ztsqk=!H~Uppm7g)F|-W>*GJ( 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plotting.mse_r2_plot(\n", " polynomial_degrees, train_mse_list, mse_list, train_r2_list, r2_list\n", @@ -130,21 +100,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "6a5677a4", + "execution_count": null, + "id": "5", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plotting.parameter_plot(polynomial_degrees, beta_OLS_list)\n", "fig.savefig(os.path.join(FIG_DIR, \"ols_parameter_plot.pdf\"))" @@ -152,8 +111,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "1bb8c5b3", + "execution_count": null, + "id": "6", "metadata": {}, "outputs": [], "source": [ @@ -188,21 +147,10 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "d2549bca", + "execution_count": null, + "id": "7", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plotting.mse_r2_plot(\n", " polynomial_degrees,\n", @@ -216,8 +164,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "de0055ce", + "execution_count": null, + "id": "8", "metadata": {}, "outputs": [], "source": [ @@ -253,21 +201,10 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "13a65eac", + "execution_count": null, + "id": "9", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, axs = plotting.mse_r2_plot(\n", " lambda_values,\n", @@ -284,21 +221,10 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "eb7b53db", + "execution_count": null, + "id": "10", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plotting.parameter_plot(\n", " lambda_values, beta_ridge_list, labels={\"xlabel\": \"$\\\\lambda$\"}\n", @@ -322,43 +248,10 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "d9999403", + "execution_count": null, + "id": "11", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/lars/Documents/Studium/UiO/data_analysis/project1/.venv/lib64/python3.13/site-packages/numpy/_core/_methods.py:134: RuntimeWarning: overflow encountered in reduce\n", - " ret = umr_sum(arr, axis, dtype, out, keepdims, where=where)\n", - "/home/lars/Documents/Studium/UiO/data_analysis/project1/src/optimizers.py:43: RuntimeWarning: overflow encountered in square\n", - " return 0.5 * np.mean(error**2)\n", - "/home/lars/Documents/Studium/UiO/data_analysis/project1/src/optimizers.py:47: RuntimeWarning: overflow encountered in matmul\n", - " return (X.T @ error) / len(y)\n", - "/home/lars/Documents/Studium/UiO/data_analysis/project1/src/optimizers.py:42: RuntimeWarning: invalid value encountered in matmul\n", - " error = (X @ theta) - y\n", - "/home/lars/Documents/Studium/UiO/data_analysis/project1/src/optimizers.py:46: RuntimeWarning: invalid value encountered in matmul\n", - " error = (X @ theta) - y\n", - "/home/lars/Documents/Studium/UiO/data_analysis/project1/src/optimizers.py:47: RuntimeWarning: invalid value encountered in matmul\n", - " return (X.T @ error) / len(y)\n", - "/home/lars/Documents/Studium/UiO/data_analysis/project1/.venv/lib64/python3.13/site-packages/numpy/_core/fromnumeric.py:86: RuntimeWarning: overflow encountered in reduce\n", - " return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n", - "/home/lars/Documents/Studium/UiO/data_analysis/project1/src/optimizers.py:50: RuntimeWarning: overflow encountered in square\n", - " return OLS_cost_func(X, y, theta) + 0.5 * lam * np.sum(np.square(theta))\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "X_train = datamanip.polynomial_features(x_train, 10, False)\n", "X_test = datamanip.polynomial_features(x_test, 10, False)\n", @@ -366,26 +259,19 @@ "y_tr, y_te = datamanip.scale_data(y_train, y_test)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=plotting.get_figsize(0.5))\n", - "num_iters = 10_000\n", + "num_iters = 1_000\n", "\n", "for learning_rate in np.logspace(-4, 0, 5):\n", - " optimal_result, cost_history = optimizers.gradient_descent(\n", - " X_tr,\n", - " y_tr,\n", - " optimizers.OLS_cost_func,\n", - " optimizers.OLS_grad_cost_func,\n", - " num_iters=num_iters,\n", - " eta=learning_rate,\n", + " OLSGrad_Desc = optimizers.OLSGradientDescent(\n", + " learning_rate=learning_rate, num_iterations=num_iters\n", " )\n", - " optimal_result_ridge, cost_history_ridge = optimizers.gradient_descent(\n", - " X_tr,\n", - " y_tr,\n", - " optimizers.Ridge_cost_func,\n", - " optimizers.Ridge_grad_cost_func,\n", - " num_iters=num_iters,\n", - " eta=learning_rate,\n", - " lam=0.1,\n", + " OLSGrad_Desc.fit(X_tr, y_tr)\n", + " cost_history = OLSGrad_Desc.cost_history\n", + " RidgeGrad_Desc = optimizers.RidgeGradientDescent(\n", + " learning_rate=learning_rate, num_iterations=num_iters, lam=0.1\n", " )\n", + " RidgeGrad_Desc.fit(X_tr, y_tr)\n", + " cost_history_ridge = RidgeGrad_Desc.cost_history\n", " ax1.plot(cost_history, label=f\"$\\\\eta = 10^{{{int(np.log10(learning_rate))}}}$\")\n", " ax2.plot(\n", " cost_history_ridge, label=f\"$\\\\eta = 10^{{{int(np.log10(learning_rate))}}}$\"\n", @@ -401,6 +287,28 @@ "fig.tight_layout()\n", "fig.savefig(os.path.join(FIG_DIR, \"gradient_descent_convergence.pdf\"))" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12", + "metadata": {}, + "outputs": [], + "source": [ + "RidgeMom = optimizers.RidgeMomentum(\n", + " learning_rate=0.1, num_iterations=1000, lam=0.1, delta=0.5\n", + ")\n", + "RidgeMom.fit(X_tr, y_tr)\n", + "plt.plot(RidgeMom.cost_history)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "13", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/src/optimizers.py b/src/optimizers.py index b312e8a..011ee57 100644 --- a/src/optimizers.py +++ b/src/optimizers.py @@ -25,36 +25,101 @@ def OLS_parameters(X: np.ndarray, y: np.ndarray) -> np.ndarray: return Ridge_parameters(X, y, lam=0.0) # OLS is Ridge with lambda=0 -def gradient_descent( - X, y, cost_func, grad_cost_func, eta=0.1, num_iters=1000, **kwargs -): - # Initialize weights - theta = np.zeros(X.shape[1]) - # Store cost history - cost_history = np.zeros(num_iters) - for t in range(num_iters): - # Compute cost - cost_history[t] = cost_func(X, y, theta, **kwargs) - # Compute gradient - grad = grad_cost_func(X, y, theta, **kwargs) - # Update weights - theta -= eta * grad - return theta, cost_history +class GradientDescent: + def __init__( + self, *args, learning_rate: float = 0.1, num_iterations: int = 1000, **kwargs + ): + """Gradient Descent Class + + Args: + learning_rate (float, optional): Learning rate used for step updates. Defaults to 0.1. + num_iterations (int, optional): Number of iterations for gradient descent. Defaults to 1000. + """ + self.cost_history = np.zeros(num_iterations) + self.learning_rate = learning_rate + self.num_iterations = num_iterations + + def fit(self, X: np.ndarray, y: np.ndarray) -> np.ndarray: + """Returns the optimal solution for an optimization problem using the gradient descent + + Args: + X (np.ndarray): X values + y (np.ndarray): y values + + Returns: + np.ndarray: Optimal parameters + """ + self.X = X + self.y = y + self.theta = np.zeros(X.shape[1]) + self._precomp() + for t in range(self.num_iterations): + self._comp_step() + self.cost_history[t] = self._compute_cost() + self._update_theta() + return self.theta + + def _precomp(self): + pass + + def _comp_step(self): + pass + + def _compute_cost(self): + pass + + def _update_theta(self): + pass -def OLS_cost_func(X, y, theta): - error = (X @ theta) - y - return 0.5 * np.mean(error**2) +class OLSGradientDescent(GradientDescent): + def _precomp(self): + self.XTX = self.X.T @ self.X + self.XTy = self.X.T @ self.y + self.n = len(self.y) + + def _comp_step(self): + self.err = self.X @ self.theta - self.y + + def _compute_cost(self) -> float: + return 0.5 * np.mean(np.square(self.err)) + + def _compute_grad(self) -> np.ndarray: + return (self.XTX @ self.theta - self.XTy) / self.n + + def _update_theta(self): + self.theta -= self.learning_rate * self._compute_grad() -def OLS_grad_cost_func(X, y, theta): - error = (X @ theta) - y - return (X.T @ error) / len(y) +class RidgeGradientDescent(OLSGradientDescent): + def __init__(self, *args, lam: float = 0.1, **kwargs): + super().__init__(*args, **kwargs) + self.lam = lam + + def _compute_cost(self) -> float: + return super()._compute_cost() + 0.5 * self.lam * np.sum(np.square(self.theta)) + + def _compute_grad(self) -> np.ndarray: + return super()._compute_grad() + self.lam * self.theta -def Ridge_cost_func(X, y, theta, lam): - return OLS_cost_func(X, y, theta) + 0.5 * lam * np.sum(np.square(theta)) +class OLSMomentum(OLSGradientDescent): + def __init__(self, *args, delta: float = 1.0, **kwargs): + super().__init__(*args, **kwargs) + self.delta = delta + + def _precomp(self): + self.last_theta = np.zeros_like(self.theta) + return super()._precomp() + + def _update_theta(self): + v = self.delta * ( + self.theta - self.last_theta - self.learning_rate * self._compute_grad() + ) + self.last_theta = self.theta.copy() + self.theta += v -def Ridge_grad_cost_func(X, y, theta, lam): - return OLS_grad_cost_func(X, y, theta) + lam * theta +class RidgeMomentum(OLSMomentum, RidgeGradientDescent): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs)

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