def mine_methods(self,
start_commit: str,
stop_commit: str,
filter_methods: Set[str] = None,
filter_files: Set[str] = None) -> int:
methods = {} # Dict[str, List[MinerBean]]
commits_to_analyze = -1
print('Mining: ' + self.repo_path)
gr = GitRepository(self.repo_path)
# Redefine start and stop commits
print('Adjust start and stop commits.')
first_commit = start_commit
if start_commit is None:
first_commit = gr.get_head().hash
last_commit = stop_commit
# Print start and stop commits info
c1 = gr.get_commit(first_commit)
print('Start: {} Author date: {} Committer date: {}'.format(
c1.hash, c1.author_date, c1.committer_date))
c2 = gr.get_commit(last_commit)
print('Stop: {} Author date: {} Committer date: {}'.format(
c2.hash, c2.author_date, c2.committer_date))
# Unnecessary in production
# Count commits to analyze
print('Retrieve commits to analyze.')
commits = []
for commit in RepositoryMining(self.repo_path,
from_commit=first_commit,
to_commit=last_commit,
reversed_order=True).traverse_commits():
commits.append(commit)
print('{}) {} {}'.format(len(commits), commit.hash,
commit.author_date))
commits_to_analyze = len(commits)
# Open CSV file and write header
saver = Saver(self.csv_file)
saver.create_csv_file()
saver.print_csv_header()
# Traverse commits and calculate metrics
commit_count = 0
# for commit in RepositoryMining(self.repo_path, from_commit=first_commit, to_commit=last_commit, reversed_order=True, only_modifications_with_file_types=self.allowed_extensions).traverse_commits():
for commit in RepositoryMining(self.repo_path,
from_commit=first_commit,
to_commit=last_commit,
reversed_order=True).traverse_commits():
buggy = True if commit.hash in self.bic_commits else False
fix = True if commit.hash in self.fix_commits else False
mod_analyzed_count = 0
count_files_per_commit = len(commit.modifications)
for mod in commit.modifications:
# Filter out unnecessary files
if filter_files is None or mod.new_path in filter_files:
if mod.filename.endswith(tuple(self.allowed_extensions)):
mod_analyzed_count += 1
# Update key entry on rename
if mod.change_type is ModificationType.RENAME:
methods = self.update_keys(methods, mod.new_path,
mod.old_path)
if filter_files is not None:
filter_files.add(mod.old_path)
count_methods_per_file = len(mod.methods)
for method in mod.methods:
key = self.get_unique_key(mod.new_path,
mod.old_path,
method.name)
# For unwanted keys prevent metric calculation
if filter_methods is None or key in filter_methods:
lines = mod.diff_parsed
method_metrics = MethodMetrics(
mod.source_code, method.start_line,
method.end_line, lines, buggy, fix)
m_touched = method_metrics.is_touched()
m_fix = method_metrics.is_fix()
m_buggy = method_metrics.is_buggy()
mb = MetricsBean(
commit.hash, commit.author_date,
mod.new_path, method.name,
method.start_line, mod.change_type.name,
count_files_per_commit, mod.added,
mod.removed, mod.nloc, mod.complexity,
mod.token_count, count_methods_per_file,
method_metrics.get_added_lines(),
method_metrics.get_removed_lines(),
method.nloc, method.complexity,
method.token_count, buggy, fix,
method_metrics.get_number_of_lines(),
method.fan_in, method.fan_out,
method.general_fan_out,
len(method.parameters),
commit.author.email, m_touched, m_fix,
m_buggy)
# Append new bean
if key not in methods:
methods[key] = []
methods.get(key, []).append(mb)
# Going back in the past ADD is the moment in which the a file, consequently a method, is added therefore it can be removed from the disc and flushed into the CSV to save RAM
if mod.change_type is ModificationType.ADD:
self.flush_methods(methods, key, saver)
commit_count += 1
print(
'Methods: {:>8} | Commit {:>6}/{:<6} {} Date: {} Mods: {:>4}/{:<4} | Bug: {} Fix: {}'
.format(len(methods), commit_count, commits_to_analyze,
commit.hash, commit.author_date.strftime('%d/%m/%Y'),
len(commit.modifications), mod_analyzed_count, buggy,
fix))
for key, value in methods.items():
saver.add_method_to_csv(key, value)
saver.close_csv_file()
print('Mining ended')
return commit_count
def mine(self, start_date: datetime, stop_date: datetime) -> int:
beans = MyMetricBeans()
developers = {}
my_commits = MyCommits()
commits_to_analyze = -1
print('Mining: ' + self.repo_path)
gr = GitRepository(self.repo_path)
# Unnecessary in production
# Count commits to analyze
print('Retrieve commits to analyze.')
commits = []
for commit in RepositoryMining(self.repo_path,
since=start_date,
to=stop_date).traverse_commits():
commits.append(commit)
print('{}) {} {}'.format(len(commits), commit.hash,
commit.author_date))
commits_to_analyze = len(commits)
# Open CSV file and write header
saver = Saver(self.csv_file, self.repo_path)
saver.create_csv_file()
saver.print_csv_header()
# Traverse commits and calculate metrics
commit_count = 0
# for commit in RepositoryMining(self.repo_path, from_commit=last_commit, to_commit=first_commit, reversed_order=True, only_modifications_with_file_types=self.allowed_extensions).traverse_commits():
for commit in RepositoryMining(self.repo_path,
since=start_date,
to=stop_date).traverse_commits():
buggy = True if commit.hash in self.bic_commits else False
fix = True if commit.hash in self.fix_commits else False
mod_analyzed_count = 0
count_files_per_commit = len(commit.modifications)
for mod in commit.modifications:
# Filter out unnecessary files
count_methods_per_file = -1 # len(mod.methods)
if mod.filename.endswith(tuple(self.allowed_extensions)):
package = self.get_package(mod.new_path, mod.old_path,
mod.filename)
my_commits.append(commit.hash, mod.new_path, mod.old_path)
mb = MetricBean(
commit.hash, mod.filename, mod.new_path, mod.old_path,
package, mod.change_type.name, count_files_per_commit,
mod.added, mod.removed, mod.nloc, mod.complexity,
mod.token_count, buggy, fix, commit.author_date,
commit.author.email, commit.committer_date,
commit.committer.email, count_methods_per_file)
mod_analyzed_count += 1
if mod.change_type is ModificationType.ADD:
# Add new key and metrics
key = mod.new_path
beans.add(key, mb)
elif mod.change_type is ModificationType.COPY:
# Add new key and metrics
key = mod.new_path
beans.add(key, mb)
print("CASE COPY: {} {}".format(
mod.new_path, mod.old_path))
elif mod.change_type is ModificationType.DELETE:
# Flush in file and remove key
key = mod.old_path
beans.add(key, mb)
commit_list_of_file = beans.get(key)
saver.flush(commit_list_of_file, beans, developers,
my_commits)
beans.remove(key)
elif mod.change_type is ModificationType.RENAME:
# Update key and metrics
old_key = mod.old_path
new_key = mod.new_path
beans.add(old_key, mb)
beans.update_key(old_key, new_key)
else:
# Update metrics
key = mod.new_path
beans.add(key, mb)
if commit.author.email in developers:
developers[commit.author.email] += mod.added
else:
developers[commit.author.email] = mod.added
commit_count += 1
print(
'Files: {:>8} | Commit {:>6}/{:<6} {} Date: {} Mods: {:>4}/{:<4} | Bug: {} Fix: {}'
.format(beans.get_count(), commit_count, commits_to_analyze,
commit.hash, commit.author_date.strftime('%d/%m/%Y'),
count_files_per_commit, mod_analyzed_count, buggy,
fix))
# Flush everything else
print("Save metrics, it's require time!")
count = 1
key_number = len(beans.get_keys())
for key in beans.get_keys():
print("Save: {}/{}".format(count, key_number))
saver.flush(beans.get(key), beans, developers, my_commits)
count += 1
saver.close_csv_file()
print('Mining ended')
return commit_count
