From 75af08ed65d70a095c85e999b50ad4ea9320211c Mon Sep 17 00:00:00 2001 From: ignavierng Date: Wed, 13 Jul 2022 02:05:52 +0000 Subject: [PATCH 1/6] Added some unit tests for Astar and DP --- tests/TestAstar.py | 87 +- tests/TestDP.py | 85 +- ...search_simulated_linear_gaussian_CPDAG.txt | 4 + ..._search_simulated_linear_gaussian_data.txt | 100000 +++++++++++++++ 4 files changed, 100108 insertions(+), 68 deletions(-) create mode 100644 tests/TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt create mode 100644 tests/TestData/test_exact_search_simulated_linear_gaussian_data.txt diff --git a/tests/TestAstar.py b/tests/TestAstar.py index 73dea198..9b4c156b 100644 --- a/tests/TestAstar.py +++ b/tests/TestAstar.py @@ -1,42 +1,61 @@ import sys - -from causallearn.search.ScoreBased.ExactSearch import bic_exact_search - sys.path.append("") +import itertools import unittest -from pickle import load - +import hashlib import numpy as np +from causallearn.graph.Dag import Dag +from causallearn.graph.GraphNode import GraphNode +from causallearn.search.ScoreBased.ExactSearch import bic_exact_search +from causallearn.utils.DAG2CPDAG import dag2cpdag -class TestAstar(unittest.TestCase): - # example1 - # for data with single-variate dimensions, astar. - def test_single_astar(self): - with open("example_data1.pk", 'rb') as example_data1: - # example_data1 = load(open("example_data1.pk", 'rb')) - example_data1 = load(example_data1) - X = example_data1['X'] - X = X - np.tile(np.mean(X, axis=0), (X.shape[0], 1)) - X = np.dot(X, np.diag(1 / np.std(X, axis=0))) - X = X[:50, :] - dag_est, search_stats = bic_exact_search(X, search_method='astar') - print(dag_est) - print(search_stats) +######################################### Test Notes ########################################### +# All the benchmark results of loaded files (e.g. "./TestData/benchmark_returned_results/") # +# are obtained from the code of causal-learn as of commit # +# https://github.com/cmu-phil/causal-learn/commit/8badb41 (07-08-2022). # +# # +# We are not sure if the results are completely "correct" (reflect ground truth graph) or not. # +# So if you find your tests failed, it means that your modified code is logically inconsistent # +# with the code as of 8badb41, but not necessarily means that your code is "wrong". # +# If you are sure that your modification is "correct" (e.g. fixed some bugs in 8badb41), # +# please report it to us. We will then modify these benchmark results accordingly. Thanks :) # +######################################### Test Notes ########################################### + + +BENCHMARK_TXTFILE_TO_MD5 = { + "./TestData/test_exact_search_simulated_linear_gaussian_data.txt": "1ec70464e4fc68c312adfb7143bd240b", + "./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt": "52a6d3c5db269d5e212edcbb8283aca9", +} +# verify files integrity first +for file_path, expected_MD5 in BENCHMARK_TXTFILE_TO_MD5.items(): + with open(file_path, 'rb') as fin: + assert hashlib.md5(fin.read()).hexdigest() == expected_MD5,\ + f'{file_path} is corrupted. Please download it again from https://github.com/cmu-phil/causal-learn/blob/8badb41/tests/TestData' - # example2 - # for data with multi-variate dimensions, astar. - def test_multi_astar(self): - with open("example_data2.pk", 'rb') as example_data: - # example_data = load(open("example_data2.pk", 'rb')) - example_data = load(example_data) - Data_save = example_data['Data_save'] - trial = 0 - X = Data_save[trial] - X = X - np.tile(np.mean(X, axis=0), (X.shape[0], 1)) - X = np.dot(X, np.diag(1 / np.std(X, axis=0))) - X = X[:50, :] - dag_est, search_stats = bic_exact_search(X, search_method='astar') - print(dag_est) - print(search_stats) + +class TestAstar(unittest.TestCase): + # Load data and run Astar with default parameters. + def test_astar_simulate_linear_gaussian_with_local_score_BIC(self): + print('Now start test_astar_simulate_linear_gaussian_with_local_score_BIC ...') + truth_CPDAG_matrix = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt") + data = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_data.txt") + assert truth_CPDAG_matrix.shape[0] == truth_CPDAG_matrix.shape[1], "Should be a square numpy matrix" + num_of_nodes = len(truth_CPDAG_matrix) + assert data.shape[1] == num_of_nodes, "The second dimension of data should be same as number of nodes" + data = data - data.mean(axis=0, keepdims=True) # Center the data + # Iterate over different configurations of path extension and k-cycle heuristic + # to make sure they are working fine + for use_path_extension, use_k_cycle_heuristic in itertools.product([False, True], repeat=2): + print(use_path_extension, use_k_cycle_heuristic) + DAG_matrix, _ = bic_exact_search(data, search_method='astar', use_path_extension=use_path_extension, + use_k_cycle_heuristic=use_k_cycle_heuristic, k=3) + # Convert DAG adjacency matrix to Dag object + nodes = [GraphNode(str(i)) for i in range(num_of_nodes)] + DAG = Dag(nodes) + for i, j in zip(*np.where(DAG_matrix == 1)): + DAG.add_directed_edge(nodes[i], nodes[j]) + CPDAG = dag2cpdag(DAG) # Convert DAG to CPDAG + self.assertTrue(np.all(CPDAG.graph == truth_CPDAG_matrix)) + print('test_astar_simulate_linear_gaussian_with_local_score_BIC passed!\n') \ No newline at end of file diff --git a/tests/TestDP.py b/tests/TestDP.py index 67329752..292662ec 100644 --- a/tests/TestDP.py +++ b/tests/TestDP.py @@ -1,41 +1,58 @@ import sys - -from causallearn.search.ScoreBased.ExactSearch import bic_exact_search - sys.path.append("") import unittest -from pickle import load - +import hashlib import numpy as np +from causallearn.graph.Dag import Dag +from causallearn.graph.GraphNode import GraphNode +from causallearn.search.ScoreBased.ExactSearch import bic_exact_search +from causallearn.utils.DAG2CPDAG import dag2cpdag -class TestDP(unittest.TestCase): - # example3 - # for data with single-variate dimensions, dp. - def test_single_dp(self): - with open("example_data1.pk", 'rb') as example_data1: - # example_data1 = load(open("example_data1.pk", 'rb')) - example_data1 = load(example_data1) - X = example_data1['X'] - X = X - np.tile(np.mean(X, axis=0), (X.shape[0], 1)) - X = np.dot(X, np.diag(1 / np.std(X, axis=0))) - X = X[:50, :] - dag_est, search_stats = bic_exact_search(X, search_method='dp') - print(dag_est) - print(search_stats) - # example4 - # for data with multi-variate dimensions, dp. - def test_multi_dp(self): - with open("example_data2.pk", 'rb') as example_data: - # example_data = load(open("example_data2.pk", 'rb')) - example_data = load(example_data) - Data_save = example_data['Data_save'] - trial = 0 - X = Data_save[trial] - X = X - np.tile(np.mean(X, axis=0), (X.shape[0], 1)) - X = np.dot(X, np.diag(1 / np.std(X, axis=0))) - X = X[:50, :] - dag_est, search_stats = bic_exact_search(X, search_method='dp') - print(dag_est) - print(search_stats) +######################################### Test Notes ########################################### +# All the benchmark results of loaded files (e.g. "./TestData/benchmark_returned_results/") # +# are obtained from the code of causal-learn as of commit # +# https://github.com/cmu-phil/causal-learn/commit/8badb41 (07-08-2022). # +# # +# We are not sure if the results are completely "correct" (reflect ground truth graph) or not. # +# So if you find your tests failed, it means that your modified code is logically inconsistent # +# with the code as of 8badb41, but not necessarily means that your code is "wrong". # +# If you are sure that your modification is "correct" (e.g. fixed some bugs in 8badb41), # +# please report it to us. We will then modify these benchmark results accordingly. Thanks :) # +######################################### Test Notes ########################################### + + +BENCHMARK_TXTFILE_TO_MD5 = { + "./TestData/test_exact_search_simulated_linear_gaussian_data.txt": "1ec70464e4fc68c312adfb7143bd240b", + "./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt": "52a6d3c5db269d5e212edcbb8283aca9", +} +# verify files integrity first +for file_path, expected_MD5 in BENCHMARK_TXTFILE_TO_MD5.items(): + with open(file_path, 'rb') as fin: + assert hashlib.md5(fin.read()).hexdigest() == expected_MD5,\ + f'{file_path} is corrupted. Please download it again from https://github.com/cmu-phil/causal-learn/blob/8badb41/tests/TestData' + + +class TestDP(unittest.TestCase): + # Load data and run DP with default parameters. + def test_dp_simulate_linear_gaussian_with_local_score_BIC(self): + print('Now start test_dp_simulate_linear_gaussian_with_local_score_BIC ...') + truth_CPDAG_matrix = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt") + data = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_data.txt") + assert truth_CPDAG_matrix.shape[0] == truth_CPDAG_matrix.shape[1], "Should be a square numpy matrix" + num_of_nodes = len(truth_CPDAG_matrix) + assert data.shape[1] == num_of_nodes, "The second dimension of data should be same as number of nodes" + data = data - data.mean(axis=0, keepdims=True) # Center the data + # Iterate over different configurations of path extension to make sure they are working fine + for use_path_extension in [False, True]: + print(use_path_extension) + DAG_matrix, _ = bic_exact_search(data, search_method='dp', use_path_extension=use_path_extension) + # Convert DAG adjacency matrix to Dag object + nodes = [GraphNode(str(i)) for i in range(num_of_nodes)] + DAG = Dag(nodes) + for i, j in zip(*np.where(DAG_matrix == 1)): + DAG.add_directed_edge(nodes[i], nodes[j]) + CPDAG = dag2cpdag(DAG) # Convert DAG to CPDAG + self.assertTrue(np.all(CPDAG.graph == truth_CPDAG_matrix)) + print('test_dp_simulate_linear_gaussian_with_local_score_BIC passed!\n') \ No newline at end of file diff --git a/tests/TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt b/tests/TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt new file mode 100644 index 00000000..feb6008a --- /dev/null +++ b/tests/TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt @@ -0,0 +1,4 @@ +0 -1 0 0 +-1 0 -1 0 +0 1 0 1 +0 0 -1 0 diff --git a/tests/TestData/test_exact_search_simulated_linear_gaussian_data.txt 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-0.04086516848311189 3.0120122128593825 -0.2172535047399661 +-2.4377319406088285 0.6393498012530703 -0.8416311253450435 0.04332212482072717 +1.1628708449015999 -0.901901373824885 0.9385913728665463 0.06789867721469121 +1.2561084361227812 2.4691978068348934 -0.5815532112068045 0.8971992708722593 +0.20339643864412507 -0.6182605900300578 -1.9442245022590354 -0.8309225805863364 +1.0269404937792135 -0.18950170105361896 -0.924824168157229 -0.2387365128519508 +0.08122531133196233 1.7078870973944427 2.2186497315952494 0.1296610871151894 +0.34404617774998414 0.17949056766390087 -0.5521567700861931 0.21356981116040363 +-0.7475562464191521 1.1706187579807965 1.38266576627292 0.011458915185151422 From f8aa5c9cbb4e4e9e508692097aee6364c4072523 Mon Sep 17 00:00:00 2001 From: ignavierng Date: Wed, 13 Jul 2022 02:12:27 +0000 Subject: [PATCH 2/6] Removed printing statements --- tests/TestAstar.py | 1 - tests/TestDP.py | 1 - 2 files changed, 2 deletions(-) diff --git a/tests/TestAstar.py b/tests/TestAstar.py index 9b4c156b..18a6f0ab 100644 --- a/tests/TestAstar.py +++ b/tests/TestAstar.py @@ -48,7 +48,6 @@ def test_astar_simulate_linear_gaussian_with_local_score_BIC(self): # Iterate over different configurations of path extension and k-cycle heuristic # to make sure they are working fine for use_path_extension, use_k_cycle_heuristic in itertools.product([False, True], repeat=2): - print(use_path_extension, use_k_cycle_heuristic) DAG_matrix, _ = bic_exact_search(data, search_method='astar', use_path_extension=use_path_extension, use_k_cycle_heuristic=use_k_cycle_heuristic, k=3) # Convert DAG adjacency matrix to Dag object diff --git a/tests/TestDP.py b/tests/TestDP.py index 292662ec..b9e56f86 100644 --- a/tests/TestDP.py +++ b/tests/TestDP.py @@ -46,7 +46,6 @@ def test_dp_simulate_linear_gaussian_with_local_score_BIC(self): data = data - data.mean(axis=0, keepdims=True) # Center the data # Iterate over different configurations of path extension to make sure they are working fine for use_path_extension in [False, True]: - print(use_path_extension) DAG_matrix, _ = bic_exact_search(data, search_method='dp', use_path_extension=use_path_extension) # Convert DAG adjacency matrix to Dag object nodes = [GraphNode(str(i)) for i in range(num_of_nodes)] From 0d3f29433109b413126f3b484d33a6e5da65dba0 Mon Sep 17 00:00:00 2001 From: ignavierng Date: Wed, 13 Jul 2022 14:27:39 +0000 Subject: [PATCH 3/6] Added (commented) data generating code for test cases of Astar and DP --- tests/TestAstar.py | 28 +++++++++++++++++++++++++++- tests/TestDP.py | 28 +++++++++++++++++++++++++++- 2 files changed, 54 insertions(+), 2 deletions(-) diff --git a/tests/TestAstar.py b/tests/TestAstar.py index 18a6f0ab..123384fc 100644 --- a/tests/TestAstar.py +++ b/tests/TestAstar.py @@ -38,6 +38,8 @@ class TestAstar(unittest.TestCase): # Load data and run Astar with default parameters. def test_astar_simulate_linear_gaussian_with_local_score_BIC(self): + # The data and ground truth loaded in this test case is generated by the function + # simulate_linear_gaussian_data_for_exact_search commented below print('Now start test_astar_simulate_linear_gaussian_with_local_score_BIC ...') truth_CPDAG_matrix = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt") data = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_data.txt") @@ -57,4 +59,28 @@ def test_astar_simulate_linear_gaussian_with_local_score_BIC(self): DAG.add_directed_edge(nodes[i], nodes[j]) CPDAG = dag2cpdag(DAG) # Convert DAG to CPDAG self.assertTrue(np.all(CPDAG.graph == truth_CPDAG_matrix)) - print('test_astar_simulate_linear_gaussian_with_local_score_BIC passed!\n') \ No newline at end of file + print('test_astar_simulate_linear_gaussian_with_local_score_BIC passed!\n') + + +# def simulate_linear_gaussian_data_for_exact_search(): +# import pandas as pd +# import random +# random.seed(1) # Reproducibility +# np.random.seed(1) # Reproducibility +# num_of_samples = 100000 +# # Generate linear Gaussian data +# X0 = np.random.normal(scale=1.0, size=num_of_samples) +# X1 = 0.5 * X0 + np.random.normal(scale=2.0, size=num_of_samples) +# X3 = np.random.normal(scale=0.5, size=num_of_samples) +# X2 = 0.4 * X1 + 0.7 * X3 + np.random.normal(scale=1.5, size=num_of_samples) +# data_df = pd.DataFrame(data={'X0': X0, 'X1': X1, 'X2': X2, 'X3': X3}) +# # Ground truth DAG: X0 -> X1 -> X2 <- X3 +# # Ground truth CPDAG: X0 -- X1 -> X2 <- X3 +# truth_CPDAG_matrix = np.array([[ 0, -1, 0, 0], +# [-1, 0, -1, 0], +# [ 0, 1, 0, 1], +# [ 0, 0, -1, 0]]) +# truth_CPDAG_df = pd.DataFrame(data=truth_CPDAG_matrix) +# # Save data and ground truth +# truth_CPDAG_df.to_csv('./TestData/test_dp_simulated_linear_gaussian_CPDAG.txt', sep=' ', index=False, header=False) +# data_df.to_csv('./TestData/test_dp_simulated_linear_gaussian_data.txt', sep=' ', index=False, header=False) \ No newline at end of file diff --git a/tests/TestDP.py b/tests/TestDP.py index b9e56f86..1b9447e3 100644 --- a/tests/TestDP.py +++ b/tests/TestDP.py @@ -37,6 +37,8 @@ class TestDP(unittest.TestCase): # Load data and run DP with default parameters. def test_dp_simulate_linear_gaussian_with_local_score_BIC(self): + # The data and ground truth loaded in this test case is generated by the function + # simulate_linear_gaussian_data_for_exact_search commented below print('Now start test_dp_simulate_linear_gaussian_with_local_score_BIC ...') truth_CPDAG_matrix = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt") data = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_data.txt") @@ -54,4 +56,28 @@ def test_dp_simulate_linear_gaussian_with_local_score_BIC(self): DAG.add_directed_edge(nodes[i], nodes[j]) CPDAG = dag2cpdag(DAG) # Convert DAG to CPDAG self.assertTrue(np.all(CPDAG.graph == truth_CPDAG_matrix)) - print('test_dp_simulate_linear_gaussian_with_local_score_BIC passed!\n') \ No newline at end of file + print('test_dp_simulate_linear_gaussian_with_local_score_BIC passed!\n') + + +# def simulate_linear_gaussian_data_for_exact_search(): +# import pandas as pd +# import random +# random.seed(1) # Reproducibility +# np.random.seed(1) # Reproducibility +# num_of_samples = 100000 +# # Generate linear Gaussian data +# X0 = np.random.normal(scale=1.0, size=num_of_samples) +# X1 = 0.5 * X0 + np.random.normal(scale=2.0, size=num_of_samples) +# X3 = np.random.normal(scale=0.5, size=num_of_samples) +# X2 = 0.4 * X1 + 0.7 * X3 + np.random.normal(scale=1.5, size=num_of_samples) +# data_df = pd.DataFrame(data={'X0': X0, 'X1': X1, 'X2': X2, 'X3': X3}) +# # Ground truth DAG: X0 -> X1 -> X2 <- X3 +# # Ground truth CPDAG: X0 -- X1 -> X2 <- X3 +# truth_CPDAG_matrix = np.array([[ 0, -1, 0, 0], +# [-1, 0, -1, 0], +# [ 0, 1, 0, 1], +# [ 0, 0, -1, 0]]) +# truth_CPDAG_df = pd.DataFrame(data=truth_CPDAG_matrix) +# # Save data and ground truth +# truth_CPDAG_df.to_csv('./TestData/test_dp_simulated_linear_gaussian_CPDAG.txt', sep=' ', index=False, header=False) +# data_df.to_csv('./TestData/test_dp_simulated_linear_gaussian_data.txt', sep=' ', index=False, header=False) \ No newline at end of file From 02d23b0b8d498dc9bcb6bd46df0dfefaf2546f61 Mon Sep 17 00:00:00 2001 From: ignavierng Date: Wed, 13 Jul 2022 14:58:06 +0000 Subject: [PATCH 4/6] Fixed typo in documentation --- tests/TestAstar.py | 2 +- tests/TestDP.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/TestAstar.py b/tests/TestAstar.py index 123384fc..f244d6f1 100644 --- a/tests/TestAstar.py +++ b/tests/TestAstar.py @@ -14,7 +14,7 @@ ######################################### Test Notes ########################################### # All the benchmark results of loaded files (e.g. "./TestData/benchmark_returned_results/") # # are obtained from the code of causal-learn as of commit # -# https://github.com/cmu-phil/causal-learn/commit/8badb41 (07-08-2022). # +# https://github.com/cmu-phil/causal-learn/commit/8badb41 (07-12-2022). # # # # We are not sure if the results are completely "correct" (reflect ground truth graph) or not. # # So if you find your tests failed, it means that your modified code is logically inconsistent # diff --git a/tests/TestDP.py b/tests/TestDP.py index 1b9447e3..ef2e7c0c 100644 --- a/tests/TestDP.py +++ b/tests/TestDP.py @@ -13,7 +13,7 @@ ######################################### Test Notes ########################################### # All the benchmark results of loaded files (e.g. "./TestData/benchmark_returned_results/") # # are obtained from the code of causal-learn as of commit # -# https://github.com/cmu-phil/causal-learn/commit/8badb41 (07-08-2022). # +# https://github.com/cmu-phil/causal-learn/commit/8badb41 (07-12-2022). # # # # We are not sure if the results are completely "correct" (reflect ground truth graph) or not. # # So if you find your tests failed, it means that your modified code is logically inconsistent # From 9fbc0580d915de3aa7af01d6711b40e624527439 Mon Sep 17 00:00:00 2001 From: ignavierng Date: Thu, 14 Jul 2022 03:01:43 +0000 Subject: [PATCH 5/6] Modified data path for test cases --- tests/TestAstar.py | 10 ++++------ tests/TestDP.py | 10 ++++------ 2 files changed, 8 insertions(+), 12 deletions(-) diff --git a/tests/TestAstar.py b/tests/TestAstar.py index f244d6f1..59481aca 100644 --- a/tests/TestAstar.py +++ b/tests/TestAstar.py @@ -1,5 +1,3 @@ -import sys -sys.path.append("") import itertools import unittest import hashlib @@ -25,8 +23,8 @@ BENCHMARK_TXTFILE_TO_MD5 = { - "./TestData/test_exact_search_simulated_linear_gaussian_data.txt": "1ec70464e4fc68c312adfb7143bd240b", - "./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt": "52a6d3c5db269d5e212edcbb8283aca9", + "tests/TestData/test_exact_search_simulated_linear_gaussian_data.txt": "1ec70464e4fc68c312adfb7143bd240b", + "tests/TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt": "52a6d3c5db269d5e212edcbb8283aca9", } # verify files integrity first for file_path, expected_MD5 in BENCHMARK_TXTFILE_TO_MD5.items(): @@ -41,8 +39,8 @@ def test_astar_simulate_linear_gaussian_with_local_score_BIC(self): # The data and ground truth loaded in this test case is generated by the function # simulate_linear_gaussian_data_for_exact_search commented below print('Now start test_astar_simulate_linear_gaussian_with_local_score_BIC ...') - truth_CPDAG_matrix = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt") - data = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_data.txt") + truth_CPDAG_matrix = np.loadtxt("tests/TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt") + data = np.loadtxt("tests/TestData/test_exact_search_simulated_linear_gaussian_data.txt") assert truth_CPDAG_matrix.shape[0] == truth_CPDAG_matrix.shape[1], "Should be a square numpy matrix" num_of_nodes = len(truth_CPDAG_matrix) assert data.shape[1] == num_of_nodes, "The second dimension of data should be same as number of nodes" diff --git a/tests/TestDP.py b/tests/TestDP.py index ef2e7c0c..4c4bf27a 100644 --- a/tests/TestDP.py +++ b/tests/TestDP.py @@ -1,5 +1,3 @@ -import sys -sys.path.append("") import unittest import hashlib import numpy as np @@ -24,8 +22,8 @@ BENCHMARK_TXTFILE_TO_MD5 = { - "./TestData/test_exact_search_simulated_linear_gaussian_data.txt": "1ec70464e4fc68c312adfb7143bd240b", - "./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt": "52a6d3c5db269d5e212edcbb8283aca9", + "tests/TestData/test_exact_search_simulated_linear_gaussian_data.txt": "1ec70464e4fc68c312adfb7143bd240b", + "tests/TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt": "52a6d3c5db269d5e212edcbb8283aca9", } # verify files integrity first for file_path, expected_MD5 in BENCHMARK_TXTFILE_TO_MD5.items(): @@ -40,8 +38,8 @@ def test_dp_simulate_linear_gaussian_with_local_score_BIC(self): # The data and ground truth loaded in this test case is generated by the function # simulate_linear_gaussian_data_for_exact_search commented below print('Now start test_dp_simulate_linear_gaussian_with_local_score_BIC ...') - truth_CPDAG_matrix = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt") - data = np.loadtxt("./TestData/test_exact_search_simulated_linear_gaussian_data.txt") + truth_CPDAG_matrix = np.loadtxt("tests/TestData/test_exact_search_simulated_linear_gaussian_CPDAG.txt") + data = np.loadtxt("tests/TestData/test_exact_search_simulated_linear_gaussian_data.txt") assert truth_CPDAG_matrix.shape[0] == truth_CPDAG_matrix.shape[1], "Should be a square numpy matrix" num_of_nodes = len(truth_CPDAG_matrix) assert data.shape[1] == num_of_nodes, "The second dimension of data should be same as number of nodes" From 3eb1284942b8692d64189f7883997695c7b68d36 Mon Sep 17 00:00:00 2001 From: ignavierng Date: Thu, 14 Jul 2022 03:02:08 +0000 Subject: [PATCH 6/6] Added __init__.py for tests --- tests/__init__.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 tests/__init__.py diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 00000000..e69de29b