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1dee81ab3483e61d787463a7bf213b2f03f5b16e..c24183c23c24988323d80d4e920fe25096167826 100644 --- a/metric_evaluation/change_impact_eval.py +++ b/metric_evaluation/change_impact_eval.py @@ -2,14 +2,18 @@ import pandas as pd from scipy import stats from cliffs_delta import cliffs_delta +def evaluate_all_coupling(): + repos = ['LINC', 'VLBI'] + for repo in repos: + print(f"Analyzing {repo}") + cochange_matrix_path = f"commit_data/co-change_percentages/{repo}_history_percent.csv" + evaluate_coupling("change_impact_analysis.csv", cochange_matrix_path) + def evaluate_coupling(coupling_matrix_path, cochange_matrix_path): - # Load the two separate matrices (dataframes) - # Example of loading two CSV files (replace with your file paths) - c_matrix = pd.read_csv(coupling_matrix_path, index_col=[0]) # This matrix contains coupling values - cochange_matrix = pd.read_csv(cochange_matrix_path, index_col=[0]) # This matrix contains cochange percentages + c_matrix = pd.read_csv(coupling_matrix_path, index_col=[0]) + cochange_matrix = pd.read_csv(cochange_matrix_path, index_col=[0]) # Find the common indices (pairs) between the two matrices (both row and column) - # Here, we are considering both row and column indices for comparison common_rows = c_matrix.index.intersection(cochange_matrix.index) common_columns = c_matrix.columns.intersection(cochange_matrix.columns) @@ -34,10 +38,6 @@ def evaluate_coupling(coupling_matrix_path, cochange_matrix_path): else: print("There is no statistically significant difference between the two groups.") - # Perform the Cliff's Delta test - delta = cliffs_delta(group_c_gt_0, group_c_eq_0) - print("Cliff's Delta:", delta) - tau, tau_p_value = stats.kendalltau(c_values_common, cochange_values_common) # Output Kendall's Tau results @@ -47,5 +47,5 @@ def evaluate_coupling(coupling_matrix_path, cochange_matrix_path): # Interpretation of Kendall's Tau result if tau_p_value < 0.05: print("There is a statistically significant correlation between coupling values and cochange percentages.") - else: + else: print("There is no statistically significant correlation between coupling values and cochange percentages.") \ No newline at end of file diff --git a/process_gitlab/process_history.py b/process_gitlab/process_history.py index 482d20bb59cb1e779eb814d7263cc550b82d1044..7a0ee18c9156905965144d2ac0560bba6faded62 100644 --- a/process_gitlab/process_history.py +++ b/process_gitlab/process_history.py @@ -1,8 +1,17 @@ +import json from pathlib import Path from collections import defaultdict import pandas as pd -def calculate_co_change_ratios(commit_history: list[dict]): +from process_gitlab.utils import EVAL_REPOS, SHORTHAND_TO_PATH + +def calculate_all_co_change_perc(): + for repo in EVAL_REPOS: + with open(f"commit_data/{repo}_commits_for_evaluation.json", "r") as json_file: + commit_history = json.load(json_file) + calculate_co_change_perc(commit_history, repo) + +def calculate_co_change_perc(commit_history: list[dict], repo): # Dictionary to store the co-change counts co_change_counts = defaultdict(int) @@ -13,7 +22,10 @@ def calculate_co_change_ratios(commit_history: list[dict]): for commit in commit_history: files: list[str] = commit["changed_files"] - cwl_files = {'RD\\LINC\\' + str(Path(file)) for file in files if file.endswith('cwl')} + cwl_files = {file for file in files if file.endswith('cwl')} + + if len(cwl_files) < 2: + continue # Update change counts for each individual file for file in cwl_files: @@ -46,6 +58,6 @@ def calculate_co_change_ratios(commit_history: list[dict]): co_change_ratios.at[file1, file2] = ratio co_change_ratios.at[file2, file1] = ratio - co_change_ratios.to_csv(f"history_percent.csv") + co_change_ratios.to_csv(f"commit_data/co-change_percentages/{repo}_history_percent.csv") return co_change_ratios diff --git a/process_gitlab/process_repos.py b/process_gitlab/process_repos.py index f4a8f17aa6574ef5bb102ee7d9e28d54344d9cdc..372fa277760247552a4e5c496ceab9e226cbaa56 100644 --- a/process_gitlab/process_repos.py +++ b/process_gitlab/process_repos.py @@ -1,8 +1,11 @@ import json +import os +from pathlib import Path import subprocess import gitlab from graph_creation.utils import GITLAB_ASTRON +from process_gitlab.utils import CONSIDERED_MRS, GIT_ID_TO_NAME, SHORTHAND_TO_PATH def clone_repos(repo_list: list[str], folder_name: str) -> None: @@ -23,35 +26,56 @@ def clone_repos(repo_list: list[str], folder_name: str) -> None: subprocess.call(['git', 'clone', git_url, f'./{folder_name}/{repo_name}']) def save_commit_history_for_evaluation(): - PROJECT_ID = 35 - MERGE_REQUEST_IDS = [208, 206, 109, 175, 179, 145, 140] + + # Ensure the directory exists + directory = "commit_data" + if not os.path.exists(directory): + os.makedirs(directory) gl = gitlab.Gitlab(GITLAB_ASTRON) - project = gl.projects.get(PROJECT_ID) - commit_data = [] - - for id in MERGE_REQUEST_IDS: - - # Get the merge request - merge_request = project.mergerequests.get(id) - - # Fetch commits from the merge request - commits = merge_request.commits() - for commit in commits: - - # Skip merge commits or conflict resolves - commit_message = str(commit.message).lower() - if "merge" in commit_message: - if "branch" in commit_message or "conflict" in commit_message: + + for proj_id, reqs in CONSIDERED_MRS.items(): + project = gl.projects.get(proj_id) + commit_data = [] + + print(f"Project {proj_id}") + + for req_id in reqs: + + # Get the merge request + merge_request = project.mergerequests.get(req_id) + + # Fetch commits from the merge request + commits = merge_request.commits() + for commit in commits: + + # Skip merge commits or conflict resolves + commit_message = str(commit.message).lower() + if "merge" in commit_message: + if "branch" in commit_message or "conflict" in commit_message: + continue + + if "doc" in commit_message or "comment" in commit_message: continue - commit_details = project.commits.get(commit.id) - commit_entry = { - "id": commit.id, - "changed_files": [diff['new_path'] for diff in commit_details.diff(get_all=True)] - } - commit_data.append(commit_entry) + commit_details = project.commits.get(commit.id) + diffs = commit_details.diff(get_all=True) + repo_name = GIT_ID_TO_NAME[proj_id] + repo_path = SHORTHAND_TO_PATH[repo_name] + changed_cwl = [repo_path + str(Path(diff['new_path'])) for diff in diffs if diff['new_path'].endswith('.cwl')] + + commit_entry = { + "id": commit.id, + "changed_files": changed_cwl + } + + if len(changed_cwl) > 1: + commit_data.append(commit_entry) + + commit_count = len(commit_data) + print(f"final commit count {commit_count}") - # Save to a JSON file - with open("commits_for_evaluation.json", "w", encoding="utf-8") as file: - json.dump(commit_data, file, indent=4) \ No newline at end of file + if commit_count >= 30: + # Save to a JSON file + with open(f"commit_data/{repo_name}_commits_for_evaluation.json", "w", encoding="utf-8") as file: + json.dump(commit_data, file, indent=4) \ No newline at end of file diff --git a/process_gitlab/utils.py b/process_gitlab/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..4d10cc36a19d97bcb0938a6c6c3834e06354b294 --- /dev/null +++ b/process_gitlab/utils.py @@ -0,0 +1,52 @@ +EVAL_REPOS = ['LINC', 'VLBI'] + +GIT_ID_TO_NAME = { + # LINC + 35: 'LINC', + # imaging compress + 184: 'imaging_compress', + # VLBI + 362: 'VLBI', + # solar + 327: 'solar', + # bf double + 270: 'bf_double', + # preprocessing + 711: 'preprocessing' + } + +SHORTHAND_TO_PATH = { + # LINC + 'LINC': "RD\\LINC\\", + # imaging compress + 'imaging_compress': 'ldv\\imaging_compress_pipeline\\', + # VLBI + 'VLBI': 'RD\\VLBI-cwl\\', + # solar + 'solar': 'ssw-ksp\\solar-bf-compressing\\', + # bf double + 'bf_double': 'ldv\\bf_double_tgz\\', + # preprocessing + 'preprocessing': 'RD\\preprocessing-cwl\\' + } + +CONSIDERED_MRS = { + # LINC + 35: [242, 232, 211, 208, 206, 205, 204, 199, 190, 187, 179, 177, 175, + 172, 170, 163, 162, 159, 156, 146, 145, 141, 140, 124, 118, 117, + 101, 93, 92, 91, 89, 88, 86, 76, 72, 63, 31, 30, 28, 20, 19, 18], + # imaging compress + 184: [1, 2, 3, 4, 10], + # VLBI + 362: [80, 77, 70, 69, 68, 66, 54, 51, 50, 49, + 48, 45, 42, + 38, 36, 32, 31, 30, 27, 26, 25, 22, 21, 20, + 19, 18, 17, 16, 14, 13, 9, 6, 5, 3, 1 + ], + # solar + 327: [1,2,3,4,5], + # bf double + 270: [7, 5, 2, 1], + # preprocessing + 711: [14, 5, 4, 3, 1] + } \ No newline at end of file