Source code for varats.data.databases.blame_interaction_database
"""Module for the base BlameInteractionDatabase class."""
import typing as tp
import pandas as pd
from varats.data.cache_helper import build_cached_report_table
from varats.data.databases.evaluationdatabase import EvaluationDatabase
from varats.data.reports.blame_report import (
generate_in_head_interactions,
generate_out_head_interactions,
)
from varats.experiments.vara.blame_report_experiment import (
BlameReportExperiment,
)
from varats.jupyterhelper.file import load_blame_report
from varats.mapping.commit_map import CommitMap
from varats.paper.case_study import CaseStudy
from varats.paper_mgmt.case_study import get_case_study_file_name_filter
from varats.report.report import ReportFilepath
from varats.revision.revisions import (
get_failed_revisions_files,
get_processed_revisions_files,
)
[docs]
class BlameInteractionDatabase(
EvaluationDatabase,
cache_id="blame_interaction_data",
column_types={
"IN_HEAD_Interactions": 'int64',
"OUT_HEAD_Interactions": 'int64',
"HEAD_Interactions": 'int64'
}
):
"""Provides access to blame interaction data."""
@classmethod
def _load_dataframe(
cls, project_name: str, commit_map: CommitMap,
case_study: tp.Optional[CaseStudy], **kwargs: tp.Any
) -> pd.DataFrame:
def create_dataframe_layout() -> pd.DataFrame:
df_layout = pd.DataFrame(columns=cls.COLUMNS)
df_layout = df_layout.astype(cls.COLUMN_TYPES)
return df_layout
def create_data_frame_for_report(
report_path: ReportFilepath
) -> tp.Tuple[pd.DataFrame, str, str]:
report = load_blame_report(report_path)
in_head_interactions = len(generate_in_head_interactions(report))
out_head_interactions = len(generate_out_head_interactions(report))
return pd.DataFrame({
'revision':
report.head_commit.hash,
'time_id':
commit_map.short_time_id(report.head_commit),
'IN_HEAD_Interactions':
in_head_interactions,
'OUT_HEAD_Interactions':
out_head_interactions,
'HEAD_Interactions':
in_head_interactions + out_head_interactions
},
index=[0]), report.head_commit.hash, str(
report_path.stat().st_mtime_ns
)
report_files = get_processed_revisions_files(
project_name,
BlameReportExperiment,
file_name_filter=get_case_study_file_name_filter(case_study)
)
failed_report_files = get_failed_revisions_files(
project_name,
BlameReportExperiment,
file_name_filter=get_case_study_file_name_filter(case_study)
)
# cls.CACHE_ID is set by superclass
# pylint: disable=E1101
data_frame = build_cached_report_table(
cls.CACHE_ID, project_name, report_files, failed_report_files,
create_dataframe_layout, create_data_frame_for_report,
lambda path: path.report_filename.commit_hash.hash,
lambda path: str(path.stat().st_mtime_ns),
lambda a, b: int(a) > int(b)
)
return data_frame