From cdb45478fc6a06d5c30d7b083a216c3fe19aeeba Mon Sep 17 00:00:00 2001 From: Ben Lengerich Date: Sat, 15 Jul 2023 09:21:25 -0400 Subject: [PATCH 1/3] new project_to_dag algorithm --- contextualized/baselines/networks.py | 2 +- contextualized/dags/graph_utils.py | 52 ++++++-- contextualized/dags/lightning_modules.py | 2 +- contextualized/dags/tests.py | 44 +++++++ docs/demos/project_to_dag_time.ipynb | 146 +++++++++++++++++++++++ 5 files changed, 233 insertions(+), 13 deletions(-) create mode 100644 docs/demos/project_to_dag_time.ipynb diff --git a/contextualized/baselines/networks.py b/contextualized/baselines/networks.py index 66b3c3f..c8a6558 100644 --- a/contextualized/baselines/networks.py +++ b/contextualized/baselines/networks.py @@ -38,7 +38,7 @@ def predict_w(self, model, dataloader, project_to_dag=True): preds = self.predict(model, dataloader) W = model.W.detach() * model.diag_mask if project_to_dag: - W = torch.tensor(project_to_dag_torch(W.numpy(force=True))[0]) + W = torch.tensor(project_to_dag_torch(W.numpy(force=True))) W_batch = W.unsqueeze(0).expand(len(preds), -1, -1) return W_batch.numpy() diff --git a/contextualized/dags/graph_utils.py b/contextualized/dags/graph_utils.py index 33d3f65..0e81069 100644 --- a/contextualized/dags/graph_utils.py +++ b/contextualized/dags/graph_utils.py @@ -88,6 +88,45 @@ def _simulate_single_equation(X, w, scale): X[:, j] = _simulate_single_equation(X[:, parents], W[parents, j], scale_vec[j]) return X +def is_dag(W): + G = ig.Graph.Weighted_Adjacency(W.tolist()) + return G.is_dag() + + +def trim_params(w, thresh=0.2): + return w * (np.abs(w) > thresh) + + +def project_to_dag_torch(w, thresh=0.0): + """ + Project a weight matrix to the closest DAG in Frobenius norm. + """ + + if is_dag(w): + return w + + w_dag = w.copy() + # Easy case first: remove diagnoal entries. + w_dag *= 1 - np.eye(w.shape[0]) + + # First, remove edges with weights smaller than the thresh. + w_dag = trim_params(w_dag, thresh) + + # Sort nodes by magnitude of edges pointing out. + order = np.argsort(np.abs(w_dag).sum(axis=1))[::-1] + + # Re-order + w_dag = w_dag[order, :][:, order] + + # Keep only forward edges (i.e. upper triangular part). + w_dag = np.triu(w_dag) + + # Return to original order + w_dag = w_dag[np.argsort(order), :][:, np.argsort(order)] + + assert is_dag(w_dag) + return w_dag + def break_symmetry(w): for i in range(w.shape[0]): @@ -101,7 +140,7 @@ def break_symmetry(w): # w is the weighted adjacency matrix -def project_to_dag_torch(w): +def project_to_dag_search(w): if is_dag(w): return w, 0.0 @@ -152,13 +191,4 @@ def binary_search(arr, low, high, w): # low and high are indices w_dag[i][j] = 0.0 assert is_dag(w_dag) - return w_dag, thresh - - -def is_dag(W): - G = ig.Graph.Weighted_Adjacency(W.tolist()) - return G.is_dag() - - -def trim_params(w, thresh=0.2): - return w * (np.abs(w) > thresh) + return w_dag \ No newline at end of file diff --git a/contextualized/dags/lightning_modules.py b/contextualized/dags/lightning_modules.py index 88356f2..ba01bc6 100644 --- a/contextualized/dags/lightning_modules.py +++ b/contextualized/dags/lightning_modules.py @@ -378,7 +378,7 @@ def _format_params(self, w_preds, **kwargs): w_preds = self._project_factor_graph_to_var(w_preds) if kwargs.get("project_to_dag", False): try: - w_preds = np.array([project_to_dag_torch(w)[0] for w in w_preds]) + w_preds = np.array([project_to_dag_torch(w) for w in w_preds]) except: print("Error, couldn't project to dag. Returning normal predictions.") return trim_params(w_preds, thresh=kwargs.get("threshold", 0.0)) diff --git a/contextualized/dags/tests.py b/contextualized/dags/tests.py index 933fbe5..a9c282d 100644 --- a/contextualized/dags/tests.py +++ b/contextualized/dags/tests.py @@ -13,6 +13,50 @@ from contextualized.dags.trainers import GraphTrainer from contextualized.dags.losses import mse_loss as mse +class TestProjectToDag(unittest.TestCase): + """ + Test that the project_to_dag function works to create a DAG from a directed cyclic graph. + """ + def __init__(self, *args, **kwargs): + super(TestProjectToDag, self).__init__(*args, **kwargs) + + def setUp(self): + """ + Shared unit test setup code. + """ + pass + + def test_project_to_dag(self): + """ + Test that the project_to_dag function works to create a DAG from a directed cyclic graph. + """ + # Create a cyclic graph. + W = np.zeros((5, 5)) + W[0, 1] = 1 + W[1, 2] = 1 + W[2, 3] = 1 + W[3, 4] = 1 + W[4, 0] = 1 + + # Project to a DAG. + dag = graph_utils.project_to_dag_torch(W) + assert graph_utils.is_dag(dag) + + def test_project_to_dag_from_dag(self): + """ + Test that the project_to_dag function works to create a DAG from a DAG. + """ + # Create a DAG. + W = np.zeros((5, 5)) + W[0, 1] = 1 + W[1, 2] = 1 + W[2, 3] = 1 + W[3, 4] = 1 + + # Project to a DAG. + dag = graph_utils.project_to_dag_torch(W) + assert graph_utils.is_dag(dag) + class TestNOTMAD(unittest.TestCase): """Unit tests for NOTMAD.""" diff --git a/docs/demos/project_to_dag_time.ipynb b/docs/demos/project_to_dag_time.ipynb new file mode 100644 index 0000000..2c152fb --- /dev/null +++ b/docs/demos/project_to_dag_time.ipynb @@ -0,0 +1,146 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "0a48df4a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/homebrew/lib/python3.10/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: dlopen(/opt/homebrew/lib/python3.10/site-packages/torchvision/image.so, 0x0006): Symbol not found: (__ZN3c106detail19maybe_wrap_dim_slowExxb)\n", + " Referenced from: '/opt/homebrew/lib/python3.10/site-packages/torchvision/image.so'\n", + " Expected in: '/opt/homebrew/lib/python3.10/site-packages/torch/lib/libc10.dylib'\n", + " warn(f\"Failed to load image Python extension: {e}\")\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "from contextualized.dags.graph_utils import project_to_dag_torch, project_to_dag_search\n", + "import time\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e07091ef", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sort_times = []\n", + "search_times = []\n", + "\n", + "sort_dists = []\n", + "search_dists = []\n", + "\n", + "for n in range(2, 50):\n", + " my_sort_times = []\n", + " my_search_times = []\n", + " my_search_dists = []\n", + " my_sort_dists = []\n", + " for k in range(3):\n", + " w = np.random.uniform(-1, 1, size=(n,n))\n", + " t = time.time()\n", + " w_dag = project_to_dag_search(w)\n", + " my_search_times.append(time.time() - t)\n", + " my_search_dists.append(np.linalg.norm(w_dag - w))\n", + " \n", + " t = time.time()\n", + " w_dag = project_to_dag_torch(w)\n", + " my_sort_times.append(time.time() - t)\n", + " my_sort_dists.append(np.linalg.norm(w_dag - w))\n", + " \n", + " sort_times.append(my_sort_times)\n", + " search_times.append(my_search_times)\n", + " sort_dists.append(my_sort_dists)\n", + " search_dists.append(my_search_dists)\n", + " \n", + "\n", + "def plot_results(results, label):\n", + " results = np.array(results)\n", + " plt.plot(np.mean(results, axis=1), label=label)\n", + " plt.fill_between(range(len(results)),\n", + " np.percentile(results, 2.5, axis=1),\n", + " np.percentile(results, 97.5, axis=1),\n", + " alpha=0.1)\n", + "plot_results(sort_times, \"By Sort\")\n", + "plot_results(search_times, \"By Search\")\n", + "plt.xlabel(\"P\")\n", + "plt.ylabel(\"Time (s)\")\n", + "plt.legend()\n", + "\n", + "plt.figure()\n", + "plot_results(sort_dists, \"By Sort\")\n", + "plot_results(search_dists, \"By Search\")\n", + "plt.xlabel(\"P\")\n", + "plt.ylabel(\"Project Distance\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5576d1a0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 5a27e9627e9b49c8d51a5995a3c1c20c562c86d0 Mon Sep 17 00:00:00 2001 From: cnellington Date: Mon, 17 Jul 2023 22:59:17 -0700 Subject: [PATCH 2/3] added faster thresholding method, although distance results are surprising --- contextualized/dags/graph_utils.py | 85 +++++++++------------- docs/demos/project_to_dag_time.ipynb | 103 +++++++++++++++++++++------ 2 files changed, 117 insertions(+), 71 deletions(-) diff --git a/contextualized/dags/graph_utils.py b/contextualized/dags/graph_utils.py index 0e81069..88a0779 100644 --- a/contextualized/dags/graph_utils.py +++ b/contextualized/dags/graph_utils.py @@ -139,56 +139,39 @@ def break_symmetry(w): return w -# w is the weighted adjacency matrix -def project_to_dag_search(w): - if is_dag(w): - return w, 0.0 - - w_dag = w.copy() - w_dag = break_symmetry(w_dag) - - vals = sorted(list(set(np.abs(w_dag).flatten()))) +def project_to_dag_search(W): + W = W.copy() + if ig.Graph.Weighted_Adjacency(W).is_dag(): + return W + W_mag = np.abs(W) + W_flat = W_mag.flatten() + + # Binary search for the minimum threshold where W is a DAG, O(|E|log|E|) + weights = np.sort(W_flat) low = 0 - high = len(vals) - 1 - - def binary_search(arr, low, high, w): # low and high are indices - # Check base case - if high == low: - return high - if high > low: - mid = (high + low) // 2 - if mid == 0: - return mid - result = trim_params(w, arr[mid]) - if is_dag(result): - result2 = trim_params(w, arr[mid - 1]) - if is_dag(result2): # middle value is too high. go lower. - return binary_search(arr, low, mid - 1, w) - else: - return mid # found it - else: # middle value is too low. go higher. - return binary_search(arr, mid + 1, high, w) + mid = 0 + high = len(weights) - 1 + while low < high - 1: + new_mid = (low + high) // 2 + mid = new_mid +# print(low, mid, high) + if ig.Graph.Weighted_Adjacency(W * (W_mag > weights[mid])).is_dag(): + high = mid else: - # Element is not present in the array - print("this should be impossible") - return -1 - - idx = binary_search(vals, low, high, w_dag) + 1 - thresh = vals[idx] - w_dag = trim_params(w_dag, thresh) - - # Now add back in edges with weights smaller than the thresh that don't violate DAG-ness. - # want a list of edges (i, j) with weight in decreasing order. - all_vals = np.abs(w_dag).flatten() - idxs_sorted = reversed(np.argsort(all_vals)) - for idx in idxs_sorted: - i = idx // w_dag.shape[1] - j = idx % w_dag.shape[1] - if np.abs(w[i][j]) > thresh: # already retained - continue - w_dag[i][j] = w[i][j] - if not is_dag(w_dag): - w_dag[i][j] = 0.0 - - assert is_dag(w_dag) - return w_dag \ No newline at end of file + low = mid + W_dag = W * (W_mag > weights[high]) + + # Re-add edges we removed that don't violate the topological order, O(|E|) + p = len(W_dag) + weights_i = np.argsort(W_flat) + toposort = ig.Graph.Weighted_Adjacency(W_dag).topological_sorting() + toposort_lookup = np.zeros(p) + for topo_i, topo_node in enumerate(toposort): + toposort_lookup[topo_node] = topo_i + for sorted_i in range(high, -1, -1): + i = weights_i[sorted_i] + parent_i = i // p + child_i = i % p + if toposort_lookup[parent_i] < toposort_lookup[child_i]: + W_dag[parent_i, child_i] = weights[sorted_i] + return W_dag diff --git a/docs/demos/project_to_dag_time.ipynb b/docs/demos/project_to_dag_time.ipynb index 2c152fb..cf15ff4 100644 --- a/docs/demos/project_to_dag_time.ipynb +++ b/docs/demos/project_to_dag_time.ipynb @@ -2,24 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "id": "0a48df4a", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/homebrew/lib/python3.10/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: dlopen(/opt/homebrew/lib/python3.10/site-packages/torchvision/image.so, 0x0006): Symbol not found: (__ZN3c106detail19maybe_wrap_dim_slowExxb)\n", - " Referenced from: '/opt/homebrew/lib/python3.10/site-packages/torchvision/image.so'\n", - " Expected in: '/opt/homebrew/lib/python3.10/site-packages/torch/lib/libc10.dylib'\n", - " warn(f\"Failed to load image Python extension: {e}\")\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", - "from contextualized.dags.graph_utils import project_to_dag_torch, project_to_dag_search\n", + "from contextualized.dags.graph_utils import *\n", "import time\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" @@ -27,23 +16,84 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, + "id": "f19c3583", + "metadata": {}, + "outputs": [], + "source": [ + "def project_to_dag_search_old(w):\n", + " if is_dag(w):\n", + " return w, 0.0\n", + "\n", + " w_dag = w.copy()\n", + " w_dag = break_symmetry(w_dag)\n", + "\n", + " vals = sorted(list(set(np.abs(w_dag).flatten())))\n", + " low = 0\n", + " high = len(vals) - 1\n", + "\n", + " def binary_search(arr, low, high, w): # low and high are indices\n", + " # Check base case\n", + " if high == low:\n", + " return high\n", + " if high > low:\n", + " mid = (high + low) // 2\n", + " if mid == 0:\n", + " return mid\n", + " result = trim_params(w, arr[mid])\n", + " if is_dag(result):\n", + " result2 = trim_params(w, arr[mid - 1])\n", + " if is_dag(result2): # middle value is too high. go lower.\n", + " return binary_search(arr, low, mid - 1, w)\n", + " else:\n", + " return mid # found it\n", + " else: # middle value is too low. go higher.\n", + " return binary_search(arr, mid + 1, high, w)\n", + " else:\n", + " # Element is not present in the array\n", + " print(\"this should be impossible\")\n", + " return -1\n", + "\n", + " idx = binary_search(vals, low, high, w_dag) + 1\n", + " thresh = vals[idx]\n", + " w_dag = trim_params(w_dag, thresh)\n", + "\n", + " # Now add back in edges with weights smaller than the thresh that don't violate DAG-ness.\n", + " # want a list of edges (i, j) with weight in decreasing order.\n", + " all_vals = np.abs(w_dag).flatten()\n", + " idxs_sorted = reversed(np.argsort(all_vals))\n", + " for idx in idxs_sorted:\n", + " i = idx // w_dag.shape[1]\n", + " j = idx % w_dag.shape[1]\n", + " if np.abs(w[i][j]) > thresh: # already retained\n", + " continue\n", + " w_dag[i][j] = w[i][j]\n", + " if not is_dag(w_dag):\n", + " w_dag[i][j] = 0.0\n", + "\n", + " assert is_dag(w_dag)\n", + " return w_dag" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "id": "e07091ef", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", "text/plain": [ "
" ] @@ -65,15 +115,19 @@ "source": [ "sort_times = []\n", "search_times = []\n", + "search_old_times = []\n", "\n", "sort_dists = []\n", "search_dists = []\n", + "search_old_dists = []\n", "\n", "for n in range(2, 50):\n", " my_sort_times = []\n", " my_search_times = []\n", + " my_search_old_times = []\n", " my_search_dists = []\n", " my_sort_dists = []\n", + " my_search_old_dists = [] \n", " for k in range(3):\n", " w = np.random.uniform(-1, 1, size=(n,n))\n", " t = time.time()\n", @@ -86,10 +140,17 @@ " my_sort_times.append(time.time() - t)\n", " my_sort_dists.append(np.linalg.norm(w_dag - w))\n", " \n", + " t = time.time()\n", + " w_dag = project_to_dag_search_old(w)\n", + " my_search_old_times.append(time.time() - t)\n", + " my_search_old_dists.append(np.linalg.norm(w_dag - w))\n", + " \n", " sort_times.append(my_sort_times)\n", " search_times.append(my_search_times)\n", " sort_dists.append(my_sort_dists)\n", " search_dists.append(my_search_dists)\n", + " search_old_times.append(my_search_old_times)\n", + " search_old_dists.append(my_search_old_dists)\n", " \n", "\n", "def plot_results(results, label):\n", @@ -101,6 +162,7 @@ " alpha=0.1)\n", "plot_results(sort_times, \"By Sort\")\n", "plot_results(search_times, \"By Search\")\n", + "plot_results(search_old_times, \"By Search (old)\")\n", "plt.xlabel(\"P\")\n", "plt.ylabel(\"Time (s)\")\n", "plt.legend()\n", @@ -108,6 +170,7 @@ "plt.figure()\n", "plot_results(sort_dists, \"By Sort\")\n", "plot_results(search_dists, \"By Search\")\n", + "plot_results(search_old_dists, \"By Search (old)\")\n", "plt.xlabel(\"P\")\n", "plt.ylabel(\"Project Distance\")\n", "plt.legend()" @@ -138,7 +201,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.8.13" } }, "nbformat": 4, From 72f26440cb1b00f983d7b70922f605aea046b99e Mon Sep 17 00:00:00 2001 From: aaron10l Date: Thu, 20 Jun 2024 20:55:25 -0700 Subject: [PATCH 3/3] add project to runtime experimentation notebook updates --- docs/demos/project_to_dag_time.ipynb | 362 ++++++++++++++++++++++++--- 1 file changed, 328 insertions(+), 34 deletions(-) diff --git a/docs/demos/project_to_dag_time.ipynb b/docs/demos/project_to_dag_time.ipynb index cf15ff4..b672422 100644 --- a/docs/demos/project_to_dag_time.ipynb +++ b/docs/demos/project_to_dag_time.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "id": "0a48df4a", "metadata": {}, "outputs": [], @@ -11,12 +11,14 @@ "from contextualized.dags.graph_utils import *\n", "import time\n", "import matplotlib.pyplot as plt\n", + "from contextualized.dags.losses import dag_loss_notears\n", + "import torch.optim as optim\n", "%matplotlib inline" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "id": "f19c3583", "metadata": {}, "outputs": [], @@ -24,7 +26,7 @@ "def project_to_dag_search_old(w):\n", " if is_dag(w):\n", " return w, 0.0\n", - "\n", + " \n", " w_dag = w.copy()\n", " w_dag = break_symmetry(w_dag)\n", "\n", @@ -70,30 +72,134 @@ " w_dag[i][j] = w[i][j]\n", " if not is_dag(w_dag):\n", " w_dag[i][j] = 0.0\n", + " assert is_dag(w_dag)\n", + " return w_dag" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "259f7f3a", + "metadata": {}, + "outputs": [], + "source": [ + "def project_to_dag_ml(w, alpha=0.01, rho=0.01, lr=1e-3, max_iter=1000, debug_mode=False):\n", + " \"\"\"\n", + " Project a weight matrix to the closest DAG using machine learning optimization\n", + " \"\"\"\n", + " if is_dag(w):\n", + " return w\n", + " w_tensor = torch.tensor(w, dtype=torch.float32, requires_grad=True) # set requires_grad for auto optim\n", + " optimizer = optim.Adam([w_tensor], lr=lr)\n", + "\n", + " for i in range(max_iter):\n", + " optimizer.zero_grad()\n", + " loss = dag_loss_notears(w_tensor, alpha=alpha, rho=rho)\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " w_dag = w_tensor.detach().numpy()\n", + " w_dag = break_symmetry(w_dag)\n", + "\n", + " # make a sorted list for binary search\n", + " vals = sorted(list(set(np.abs(w_dag).flatten())))\n", + " low = 0\n", + " high = len(vals) - 1\n", + "\n", + " def binary_search(arr, low, high, w): # low and high are indices\n", + " # Check base case\n", + " if high == low:\n", + " return high\n", + " if high > low:\n", + " mid = (high + low) // 2\n", + " if mid == 0:\n", + " return mid\n", + " result = trim_params(w, arr[mid])\n", + " if is_dag(result):\n", + " result2 = trim_params(w, arr[mid - 1])\n", + " if is_dag(result2): # middle value is too high. go lower.\n", + " return binary_search(arr, low, mid - 1, w)\n", + " else:\n", + " return mid # found it\n", + " else: # middle value is too low. go higher.\n", + " return binary_search(arr, mid + 1, high, w)\n", + " else:\n", + " # Element is not present in the array\n", + " print(\"this should be impossible\")\n", + " return -1\n", "\n", + " idx = binary_search(vals, low, high, w_dag) + 1\n", + " thresh = vals[idx]\n", + " w_dag = trim_params(w_dag, thresh)\n", + "\n", + "\n", + " if debug_mode:\n", + " print(f\"ml version shape: {w_dag.shape}\")\n", + " print(f\"ml version dag: \\n {w_dag}\")\n", + " print(f\"is dag?: {is_dag(w_dag)}\")\n", + " print(\"------------------------\")\n", " assert is_dag(w_dag)\n", " return w_dag" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "e07091ef", + "execution_count": 5, + "id": "284a71ff", + "metadata": {}, + "outputs": [], + "source": [ + "def project_to_dag_search_no_addback(W):\n", + " W = W.copy()\n", + " if ig.Graph.Weighted_Adjacency(W).is_dag():\n", + " return W\n", + " W_mag = np.abs(W)\n", + " W_flat = W_mag.flatten()\n", + " \n", + " # Binary search for the minimum threshold where W is a DAG, O(|E|log|E|)\n", + " weights = np.sort(W_flat)\n", + " low = 0\n", + " mid = 0\n", + " high = len(weights) - 1\n", + " while low < high - 1:\n", + " new_mid = (low + high) // 2\n", + " mid = new_mid\n", + " if ig.Graph.Weighted_Adjacency(W * (W_mag > weights[mid])).is_dag():\n", + " high = mid\n", + " else:\n", + " low = mid\n", + " W_dag = W * (W_mag > weights[high])\n", + " assert(is_dag(W_dag))\n", + " return W_dag" + ] + }, + { + "cell_type": "markdown", + "id": "ea1fa89c", + "metadata": {}, + "source": [ + "### just sort, search(old), and ML" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ea7b4a19", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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", 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" ] @@ -113,46 +229,216 @@ } ], "source": [ + "# times\n", + "sort_times = []\n", + "search_old_times = []\n", + "ml_times = []\n", + "\n", + "# l1 distances\n", + "sort_dists_l1 = []\n", + "search_old_dists_l1 = []\n", + "ml_dists_l1 = []\n", + "\n", + "# l2 distances\n", + "sort_dists_l2 = []\n", + "search_old_dists_l2 = []\n", + "ml_dists_l2 = []\n", + "\n", + "\n", + "for n in range(2, 50):\n", + " my_sort_times = []\n", + " my_search_old_times = []\n", + " my_ml_times = []\n", + "\n", + " my_sort_dists_l2 = []\n", + " my_search_old_dists_l2 = []\n", + " my_ml_dists_l2 = []\n", + " \n", + " my_sort_dists_l1 = []\n", + " my_search_old_dists_l1 = []\n", + " my_ml_dists_l1 = []\n", + "\n", + "\n", + " for k in range(3):\n", + " w = np.random.uniform(-1, 1, size=(n,n))\n", + "\n", + " t = time.time()\n", + " w_dag = project_to_dag_torch(w)\n", + " my_sort_times.append(time.time() - t)\n", + " my_sort_dists_l1.append(np.linalg.norm(w_dag - w, ord=1))\n", + " my_sort_dists_l2.append(np.linalg.norm(w_dag - w))\n", + " \n", + " t = time.time()\n", + " w_dag = project_to_dag_search_old(w)\n", + " my_search_old_times.append(time.time() - t)\n", + " my_search_old_dists_l1.append(np.linalg.norm(w_dag - w, ord=1))\n", + " my_search_old_dists_l2.append(np.linalg.norm(w_dag - w))\n", + "\n", + " t = time.time()\n", + " w_dag = project_to_dag_ml(w, rho=0.01, alpha=0.01, lr=0.01, debug_mode=False)\n", + " my_ml_times.append(time.time() - t)\n", + " my_ml_dists_l1.append(np.linalg.norm(w_dag - w, ord=1))\n", + " my_ml_dists_l2.append(np.linalg.norm(w_dag - w))\n", + " \n", + " \n", + " sort_times.append(my_sort_times)\n", + " sort_dists_l1.append(my_sort_dists_l1)\n", + " sort_dists_l2.append(my_sort_dists_l2)\n", + "\n", + " search_old_times.append(my_search_old_times)\n", + " search_old_dists_l1.append(my_search_old_dists_l1)\n", + " search_old_dists_l2.append(my_search_old_dists_l2)\n", + "\n", + " ml_times.append(my_ml_times)\n", + " ml_dists_l1.append(my_ml_dists_l1)\n", + " ml_dists_l2.append(my_ml_dists_l2)\n", + " \n", + "def plot_results(results, label):\n", + " results = np.array(results)\n", + " plt.plot(np.mean(results, axis=1), label=label)\n", + " plt.fill_between(range(len(results)),\n", + " np.percentile(results, 2.5, axis=1),\n", + " np.percentile(results, 97.5, axis=1),\n", + " alpha=0.1)\n", + "plot_results(sort_times, \"By Sort\")\n", + "plot_results(search_old_times, \"By Search (old)\")\n", + "plot_results(ml_times, \"By ML\")\n", + "plt.xlabel(\"P\")\n", + "plt.ylabel(\"Time (s)\")\n", + "plt.legend()\n", + "\n", + "# plotting l1 distance results\n", + "plt.figure()\n", + "plot_results(sort_dists_l1, \"By Sort\")\n", + "plot_results(search_old_dists_l1, \"By Search (old)\")\n", + "plot_results(ml_dists_l1, \"By ML\")\n", + "plt.xlabel(\"P\")\n", + "plt.ylabel(\"Project Distance (L1)\")\n", + "plt.legend()\n", + "\n", + "# plotting l2 distance results\n", + "plt.figure()\n", + "plot_results(sort_dists_l2, \"By Sort\")\n", + "plot_results(search_old_dists_l2, \"By Search (old)\")\n", + "plot_results(ml_dists_l2, \"By ML\")\n", + "plt.xlabel(\"P\")\n", + "plt.ylabel(\"Project Distance (L2)\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "8a46dcd7", + "metadata": {}, + "source": [ + "### plotting all" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ec86d97", + "metadata": {}, + "outputs": [], + "source": [ + "# times\n", "sort_times = []\n", "search_times = []\n", "search_old_times = []\n", + "ml_times = []\n", + "search_times_noaddback = []\n", + "\n", + "# l1 distances\n", + "sort_dists_l1 = []\n", + "search_dists_l1 = []\n", + "search_old_dists_l1 = []\n", + "ml_dists_l1 = []\n", + "search_dists_noaddback_l1 = []\n", + "\n", + "# l2 distances\n", + "sort_dists_l2 = []\n", + "search_dists_l2 = []\n", + "search_old_dists_l2 = []\n", + "ml_dists_l2 = []\n", + "search_dists_noaddback_l2 = []\n", "\n", - "sort_dists = []\n", - "search_dists = []\n", - "search_old_dists = []\n", "\n", "for n in range(2, 50):\n", " my_sort_times = []\n", " my_search_times = []\n", " my_search_old_times = []\n", - " my_search_dists = []\n", - " my_sort_dists = []\n", - " my_search_old_dists = [] \n", + " my_ml_times = []\n", + " my_search_noaddback_times = []\n", + "\n", + " my_search_dists_l2 = []\n", + " my_sort_dists_l2 = []\n", + " my_search_old_dists_l2 = []\n", + " my_ml_dists_l2 = []\n", + " my_search_noaddback_dists_l2 = []\n", + " \n", + " my_search_dists_l1 = []\n", + " my_sort_dists_l1 = []\n", + " my_search_old_dists_l1 = []\n", + " my_ml_dists_l1 = []\n", + " my_search_noaddback_dists_l1 = []\n", + "\n", + "\n", " for k in range(3):\n", " w = np.random.uniform(-1, 1, size=(n,n))\n", + "\n", " t = time.time()\n", " w_dag = project_to_dag_search(w)\n", " my_search_times.append(time.time() - t)\n", - " my_search_dists.append(np.linalg.norm(w_dag - w))\n", + " my_search_dists_l1.append(np.linalg.norm(w_dag - w, ord=1))\n", + " my_search_dists_l2.append(np.linalg.norm(w_dag - w))\n", " \n", " t = time.time()\n", " w_dag = project_to_dag_torch(w)\n", " my_sort_times.append(time.time() - t)\n", - " my_sort_dists.append(np.linalg.norm(w_dag - w))\n", + " my_sort_dists_l1.append(np.linalg.norm(w_dag - w, ord=1))\n", + " my_sort_dists_l2.append(np.linalg.norm(w_dag - w))\n", " \n", " t = time.time()\n", " w_dag = project_to_dag_search_old(w)\n", " my_search_old_times.append(time.time() - t)\n", - " my_search_old_dists.append(np.linalg.norm(w_dag - w))\n", + " my_search_old_dists_l1.append(np.linalg.norm(w_dag - w, ord=1))\n", + " my_search_old_dists_l2.append(np.linalg.norm(w_dag - w))\n", + "\n", + " t = time.time()\n", + " w_dag = project_to_dag_ml(w, rho=0.01, alpha=0.01, lr=0.01, debug_mode=False)\n", + " my_ml_times.append(time.time() - t)\n", + " my_ml_dists_l1.append(np.linalg.norm(w_dag - w, ord=1))\n", + " my_ml_dists_l2.append(np.linalg.norm(w_dag - w))\n", + " \n", + " t = time.time()\n", + " w_dag = project_to_dag_search_no_addback(w)\n", + " my_search_noaddback_times.append(time.time() - t)\n", + " my_search_noaddback_dists_l1.append(np.linalg.norm(w_dag - w, ord=1))\n", + " my_search_noaddback_dists_l2.append(np.linalg.norm(w_dag - w))\n", + "\n", " \n", " sort_times.append(my_sort_times)\n", + " sort_dists_l1.append(my_sort_dists_l1)\n", + " sort_dists_l2.append(my_sort_dists_l2)\n", + "\n", " search_times.append(my_search_times)\n", - " sort_dists.append(my_sort_dists)\n", - " search_dists.append(my_search_dists)\n", + " search_dists_l1.append(my_search_dists_l1)\n", + " search_dists_l2.append(my_search_dists_l2)\n", + "\n", " search_old_times.append(my_search_old_times)\n", - " search_old_dists.append(my_search_old_dists)\n", + " search_old_dists_l1.append(my_search_old_dists_l1)\n", + " search_old_dists_l2.append(my_search_old_dists_l2)\n", + "\n", + " ml_times.append(my_ml_times)\n", + " ml_dists_l1.append(my_ml_dists_l1)\n", + " ml_dists_l2.append(my_ml_dists_l2)\n", + " \n", + " search_times_noaddback.append(my_search_noaddback_times)\n", + " search_dists_noaddback_l1.append(my_search_noaddback_dists_l1)\n", + " search_dists_noaddback_l2.append(my_search_noaddback_dists_l2)\n", " \n", "\n", + "# plotting time results\n", "def plot_results(results, label):\n", " results = np.array(results)\n", " plt.plot(np.mean(results, axis=1), label=label)\n", @@ -163,26 +449,34 @@ "plot_results(sort_times, \"By Sort\")\n", "plot_results(search_times, \"By Search\")\n", "plot_results(search_old_times, \"By Search (old)\")\n", + "plot_results(ml_times, \"By ML\")\n", + "plot_results(search_times_noaddback, \"By search (no edge addback)\")\n", "plt.xlabel(\"P\")\n", "plt.ylabel(\"Time (s)\")\n", "plt.legend()\n", "\n", + "# plotting l1 distance results\n", "plt.figure()\n", - "plot_results(sort_dists, \"By Sort\")\n", - "plot_results(search_dists, \"By Search\")\n", - "plot_results(search_old_dists, \"By Search (old)\")\n", + "plot_results(sort_dists_l1, \"By Sort\")\n", + "plot_results(search_dists_l1, \"By Search\")\n", + "plot_results(search_old_dists_l1, \"By Search (old)\")\n", + "plot_results(ml_dists_l1, \"By ML\")\n", + "plot_results(search_dists_noaddback_l1, \"By Search (no edge addback)\")\n", "plt.xlabel(\"P\")\n", - "plt.ylabel(\"Project Distance\")\n", + "plt.ylabel(\"Project Distance (L1)\")\n", + "plt.legend()\n", + "\n", + "# plotting l2 distance results\n", + "plt.figure()\n", + "plot_results(sort_dists_l2, \"By Sort\")\n", + "plot_results(search_dists_l2, \"By Search\")\n", + "plot_results(search_old_dists_l2, \"By Search (old)\")\n", + "plot_results(ml_dists_l2, \"By ML\")\n", + "plot_results(search_dists_noaddback_l2, \"By Search (no edge addback)\")\n", + "plt.xlabel(\"P\")\n", + "plt.ylabel(\"Project Distance (L2)\")\n", "plt.legend()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5576d1a0", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -201,7 +495,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.10.2" } }, "nbformat": 4,